JMP data visualization illustration - clades

JMP ® Education

Getting started, jmp ® : a case study approach to data exploration.

This course is designed as the first step for those who want to use JMP to explore, manage, and analyze data. It is recommended as a prerequisite for many of our other courses.

The course begins with an introduction to the JMP interface with its key tools and features, followed by two case studies that present common data issues that students encounter. Each case study demonstrates the elements of a typical workflow for data exploration. This course will help you prepare to use JMP in more advanced courses covering statistical analysis and modeling, design of experiments and quality control, or the JMP Scripting Language.

Duration: 2 half-day sessions ( Feb. 6-9 four two-hour sessions )

Registration Fee: $200 US

  • Prerequisites
  • Course Outline

Learn how to:

  • Import data into JMP.
  • Explore the data with graphs and tables.
  • Identify and correct data problems.
  • Create new columns with formulas.
  • Save and share graphical and numerical reports.

No previous JMP knowledge or statistical knowledge is required. Before attending this course, you should be familiar with a macOS or Microsoft Windows operating system.

Introduction

  • Introduction to JMP.
  • Exploring data.

Process Change Case Study

  • Importing data.
  • Creating new columns.
  • Presenting and sharing results.

Process Monitoring Case Study

  • Generating and saving results.

Manufacturing Case Study (Self-Study)

  • Creating new tables and columns.

Course Dates

This course is not available at this time. Please check back at a later date.

Don’t see a course you want listed on the dates that you need? Contact us at [email protected] .

a case study approach to data exploration

The Ultimate Guide to Qualitative Research - Part 1: The Basics

a case study approach to data exploration

  • Introduction and overview
  • What is qualitative research?
  • What is qualitative data?
  • Examples of qualitative data
  • Qualitative vs. quantitative research
  • Mixed methods
  • Qualitative research preparation
  • Theoretical perspective
  • Theoretical framework
  • Literature reviews

Research question

  • Conceptual framework
  • Conceptual vs. theoretical framework

Data collection

  • Qualitative research methods
  • Focus groups
  • Observational research

What is a case study?

Applications for case study research, what is a good case study, process of case study design, benefits and limitations of case studies.

  • Ethnographical research
  • Ethical considerations
  • Confidentiality and privacy
  • Power dynamics
  • Reflexivity

Case studies

Case studies are essential to qualitative research , offering a lens through which researchers can investigate complex phenomena within their real-life contexts. This chapter explores the concept, purpose, applications, examples, and types of case studies and provides guidance on how to conduct case study research effectively.

a case study approach to data exploration

Whereas quantitative methods look at phenomena at scale, case study research looks at a concept or phenomenon in considerable detail. While analyzing a single case can help understand one perspective regarding the object of research inquiry, analyzing multiple cases can help obtain a more holistic sense of the topic or issue. Let's provide a basic definition of a case study, then explore its characteristics and role in the qualitative research process.

Definition of a case study

A case study in qualitative research is a strategy of inquiry that involves an in-depth investigation of a phenomenon within its real-world context. It provides researchers with the opportunity to acquire an in-depth understanding of intricate details that might not be as apparent or accessible through other methods of research. The specific case or cases being studied can be a single person, group, or organization – demarcating what constitutes a relevant case worth studying depends on the researcher and their research question .

Among qualitative research methods , a case study relies on multiple sources of evidence, such as documents, artifacts, interviews , or observations , to present a complete and nuanced understanding of the phenomenon under investigation. The objective is to illuminate the readers' understanding of the phenomenon beyond its abstract statistical or theoretical explanations.

Characteristics of case studies

Case studies typically possess a number of distinct characteristics that set them apart from other research methods. These characteristics include a focus on holistic description and explanation, flexibility in the design and data collection methods, reliance on multiple sources of evidence, and emphasis on the context in which the phenomenon occurs.

Furthermore, case studies can often involve a longitudinal examination of the case, meaning they study the case over a period of time. These characteristics allow case studies to yield comprehensive, in-depth, and richly contextualized insights about the phenomenon of interest.

The role of case studies in research

Case studies hold a unique position in the broader landscape of research methods aimed at theory development. They are instrumental when the primary research interest is to gain an intensive, detailed understanding of a phenomenon in its real-life context.

In addition, case studies can serve different purposes within research - they can be used for exploratory, descriptive, or explanatory purposes, depending on the research question and objectives. This flexibility and depth make case studies a valuable tool in the toolkit of qualitative researchers.

Remember, a well-conducted case study can offer a rich, insightful contribution to both academic and practical knowledge through theory development or theory verification, thus enhancing our understanding of complex phenomena in their real-world contexts.

What is the purpose of a case study?

Case study research aims for a more comprehensive understanding of phenomena, requiring various research methods to gather information for qualitative analysis . Ultimately, a case study can allow the researcher to gain insight into a particular object of inquiry and develop a theoretical framework relevant to the research inquiry.

Why use case studies in qualitative research?

Using case studies as a research strategy depends mainly on the nature of the research question and the researcher's access to the data.

Conducting case study research provides a level of detail and contextual richness that other research methods might not offer. They are beneficial when there's a need to understand complex social phenomena within their natural contexts.

The explanatory, exploratory, and descriptive roles of case studies

Case studies can take on various roles depending on the research objectives. They can be exploratory when the research aims to discover new phenomena or define new research questions; they are descriptive when the objective is to depict a phenomenon within its context in a detailed manner; and they can be explanatory if the goal is to understand specific relationships within the studied context. Thus, the versatility of case studies allows researchers to approach their topic from different angles, offering multiple ways to uncover and interpret the data .

The impact of case studies on knowledge development

Case studies play a significant role in knowledge development across various disciplines. Analysis of cases provides an avenue for researchers to explore phenomena within their context based on the collected data.

a case study approach to data exploration

This can result in the production of rich, practical insights that can be instrumental in both theory-building and practice. Case studies allow researchers to delve into the intricacies and complexities of real-life situations, uncovering insights that might otherwise remain hidden.

Types of case studies

In qualitative research , a case study is not a one-size-fits-all approach. Depending on the nature of the research question and the specific objectives of the study, researchers might choose to use different types of case studies. These types differ in their focus, methodology, and the level of detail they provide about the phenomenon under investigation.

Understanding these types is crucial for selecting the most appropriate approach for your research project and effectively achieving your research goals. Let's briefly look at the main types of case studies.

Exploratory case studies

Exploratory case studies are typically conducted to develop a theory or framework around an understudied phenomenon. They can also serve as a precursor to a larger-scale research project. Exploratory case studies are useful when a researcher wants to identify the key issues or questions which can spur more extensive study or be used to develop propositions for further research. These case studies are characterized by flexibility, allowing researchers to explore various aspects of a phenomenon as they emerge, which can also form the foundation for subsequent studies.

Descriptive case studies

Descriptive case studies aim to provide a complete and accurate representation of a phenomenon or event within its context. These case studies are often based on an established theoretical framework, which guides how data is collected and analyzed. The researcher is concerned with describing the phenomenon in detail, as it occurs naturally, without trying to influence or manipulate it.

Explanatory case studies

Explanatory case studies are focused on explanation - they seek to clarify how or why certain phenomena occur. Often used in complex, real-life situations, they can be particularly valuable in clarifying causal relationships among concepts and understanding the interplay between different factors within a specific context.

a case study approach to data exploration

Intrinsic, instrumental, and collective case studies

These three categories of case studies focus on the nature and purpose of the study. An intrinsic case study is conducted when a researcher has an inherent interest in the case itself. Instrumental case studies are employed when the case is used to provide insight into a particular issue or phenomenon. A collective case study, on the other hand, involves studying multiple cases simultaneously to investigate some general phenomena.

Each type of case study serves a different purpose and has its own strengths and challenges. The selection of the type should be guided by the research question and objectives, as well as the context and constraints of the research.

The flexibility, depth, and contextual richness offered by case studies make this approach an excellent research method for various fields of study. They enable researchers to investigate real-world phenomena within their specific contexts, capturing nuances that other research methods might miss. Across numerous fields, case studies provide valuable insights into complex issues.

Critical information systems research

Case studies provide a detailed understanding of the role and impact of information systems in different contexts. They offer a platform to explore how information systems are designed, implemented, and used and how they interact with various social, economic, and political factors. Case studies in this field often focus on examining the intricate relationship between technology, organizational processes, and user behavior, helping to uncover insights that can inform better system design and implementation.

Health research

Health research is another field where case studies are highly valuable. They offer a way to explore patient experiences, healthcare delivery processes, and the impact of various interventions in a real-world context.

a case study approach to data exploration

Case studies can provide a deep understanding of a patient's journey, giving insights into the intricacies of disease progression, treatment effects, and the psychosocial aspects of health and illness.

Asthma research studies

Specifically within medical research, studies on asthma often employ case studies to explore the individual and environmental factors that influence asthma development, management, and outcomes. A case study can provide rich, detailed data about individual patients' experiences, from the triggers and symptoms they experience to the effectiveness of various management strategies. This can be crucial for developing patient-centered asthma care approaches.

Other fields

Apart from the fields mentioned, case studies are also extensively used in business and management research, education research, and political sciences, among many others. They provide an opportunity to delve into the intricacies of real-world situations, allowing for a comprehensive understanding of various phenomena.

Case studies, with their depth and contextual focus, offer unique insights across these varied fields. They allow researchers to illuminate the complexities of real-life situations, contributing to both theory and practice.

a case study approach to data exploration

Whatever field you're in, ATLAS.ti puts your data to work for you

Download a free trial of ATLAS.ti to turn your data into insights.

Understanding the key elements of case study design is crucial for conducting rigorous and impactful case study research. A well-structured design guides the researcher through the process, ensuring that the study is methodologically sound and its findings are reliable and valid. The main elements of case study design include the research question , propositions, units of analysis, and the logic linking the data to the propositions.

The research question is the foundation of any research study. A good research question guides the direction of the study and informs the selection of the case, the methods of collecting data, and the analysis techniques. A well-formulated research question in case study research is typically clear, focused, and complex enough to merit further detailed examination of the relevant case(s).

Propositions

Propositions, though not necessary in every case study, provide a direction by stating what we might expect to find in the data collected. They guide how data is collected and analyzed by helping researchers focus on specific aspects of the case. They are particularly important in explanatory case studies, which seek to understand the relationships among concepts within the studied phenomenon.

Units of analysis

The unit of analysis refers to the case, or the main entity or entities that are being analyzed in the study. In case study research, the unit of analysis can be an individual, a group, an organization, a decision, an event, or even a time period. It's crucial to clearly define the unit of analysis, as it shapes the qualitative data analysis process by allowing the researcher to analyze a particular case and synthesize analysis across multiple case studies to draw conclusions.

Argumentation

This refers to the inferential model that allows researchers to draw conclusions from the data. The researcher needs to ensure that there is a clear link between the data, the propositions (if any), and the conclusions drawn. This argumentation is what enables the researcher to make valid and credible inferences about the phenomenon under study.

Understanding and carefully considering these elements in the design phase of a case study can significantly enhance the quality of the research. It can help ensure that the study is methodologically sound and its findings contribute meaningful insights about the case.

Ready to jumpstart your research with ATLAS.ti?

Conceptualize your research project with our intuitive data analysis interface. Download a free trial today.

Conducting a case study involves several steps, from defining the research question and selecting the case to collecting and analyzing data . This section outlines these key stages, providing a practical guide on how to conduct case study research.

Defining the research question

The first step in case study research is defining a clear, focused research question. This question should guide the entire research process, from case selection to analysis. It's crucial to ensure that the research question is suitable for a case study approach. Typically, such questions are exploratory or descriptive in nature and focus on understanding a phenomenon within its real-life context.

Selecting and defining the case

The selection of the case should be based on the research question and the objectives of the study. It involves choosing a unique example or a set of examples that provide rich, in-depth data about the phenomenon under investigation. After selecting the case, it's crucial to define it clearly, setting the boundaries of the case, including the time period and the specific context.

Previous research can help guide the case study design. When considering a case study, an example of a case could be taken from previous case study research and used to define cases in a new research inquiry. Considering recently published examples can help understand how to select and define cases effectively.

Developing a detailed case study protocol

A case study protocol outlines the procedures and general rules to be followed during the case study. This includes the data collection methods to be used, the sources of data, and the procedures for analysis. Having a detailed case study protocol ensures consistency and reliability in the study.

The protocol should also consider how to work with the people involved in the research context to grant the research team access to collecting data. As mentioned in previous sections of this guide, establishing rapport is an essential component of qualitative research as it shapes the overall potential for collecting and analyzing data.

Collecting data

Gathering data in case study research often involves multiple sources of evidence, including documents, archival records, interviews, observations, and physical artifacts. This allows for a comprehensive understanding of the case. The process for gathering data should be systematic and carefully documented to ensure the reliability and validity of the study.

Analyzing and interpreting data

The next step is analyzing the data. This involves organizing the data , categorizing it into themes or patterns , and interpreting these patterns to answer the research question. The analysis might also involve comparing the findings with prior research or theoretical propositions.

Writing the case study report

The final step is writing the case study report . This should provide a detailed description of the case, the data, the analysis process, and the findings. The report should be clear, organized, and carefully written to ensure that the reader can understand the case and the conclusions drawn from it.

Each of these steps is crucial in ensuring that the case study research is rigorous, reliable, and provides valuable insights about the case.

The type, depth, and quality of data in your study can significantly influence the validity and utility of the study. In case study research, data is usually collected from multiple sources to provide a comprehensive and nuanced understanding of the case. This section will outline the various methods of collecting data used in case study research and discuss considerations for ensuring the quality of the data.

Interviews are a common method of gathering data in case study research. They can provide rich, in-depth data about the perspectives, experiences, and interpretations of the individuals involved in the case. Interviews can be structured , semi-structured , or unstructured , depending on the research question and the degree of flexibility needed.

Observations

Observations involve the researcher observing the case in its natural setting, providing first-hand information about the case and its context. Observations can provide data that might not be revealed in interviews or documents, such as non-verbal cues or contextual information.

Documents and artifacts

Documents and archival records provide a valuable source of data in case study research. They can include reports, letters, memos, meeting minutes, email correspondence, and various public and private documents related to the case.

a case study approach to data exploration

These records can provide historical context, corroborate evidence from other sources, and offer insights into the case that might not be apparent from interviews or observations.

Physical artifacts refer to any physical evidence related to the case, such as tools, products, or physical environments. These artifacts can provide tangible insights into the case, complementing the data gathered from other sources.

Ensuring the quality of data collection

Determining the quality of data in case study research requires careful planning and execution. It's crucial to ensure that the data is reliable, accurate, and relevant to the research question. This involves selecting appropriate methods of collecting data, properly training interviewers or observers, and systematically recording and storing the data. It also includes considering ethical issues related to collecting and handling data, such as obtaining informed consent and ensuring the privacy and confidentiality of the participants.

Data analysis

Analyzing case study research involves making sense of the rich, detailed data to answer the research question. This process can be challenging due to the volume and complexity of case study data. However, a systematic and rigorous approach to analysis can ensure that the findings are credible and meaningful. This section outlines the main steps and considerations in analyzing data in case study research.

Organizing the data

The first step in the analysis is organizing the data. This involves sorting the data into manageable sections, often according to the data source or the theme. This step can also involve transcribing interviews, digitizing physical artifacts, or organizing observational data.

Categorizing and coding the data

Once the data is organized, the next step is to categorize or code the data. This involves identifying common themes, patterns, or concepts in the data and assigning codes to relevant data segments. Coding can be done manually or with the help of software tools, and in either case, qualitative analysis software can greatly facilitate the entire coding process. Coding helps to reduce the data to a set of themes or categories that can be more easily analyzed.

Identifying patterns and themes

After coding the data, the researcher looks for patterns or themes in the coded data. This involves comparing and contrasting the codes and looking for relationships or patterns among them. The identified patterns and themes should help answer the research question.

Interpreting the data

Once patterns and themes have been identified, the next step is to interpret these findings. This involves explaining what the patterns or themes mean in the context of the research question and the case. This interpretation should be grounded in the data, but it can also involve drawing on theoretical concepts or prior research.

Verification of the data

The last step in the analysis is verification. This involves checking the accuracy and consistency of the analysis process and confirming that the findings are supported by the data. This can involve re-checking the original data, checking the consistency of codes, or seeking feedback from research participants or peers.

Like any research method , case study research has its strengths and limitations. Researchers must be aware of these, as they can influence the design, conduct, and interpretation of the study.

Understanding the strengths and limitations of case study research can also guide researchers in deciding whether this approach is suitable for their research question . This section outlines some of the key strengths and limitations of case study research.

Benefits include the following:

  • Rich, detailed data: One of the main strengths of case study research is that it can generate rich, detailed data about the case. This can provide a deep understanding of the case and its context, which can be valuable in exploring complex phenomena.
  • Flexibility: Case study research is flexible in terms of design , data collection , and analysis . A sufficient degree of flexibility allows the researcher to adapt the study according to the case and the emerging findings.
  • Real-world context: Case study research involves studying the case in its real-world context, which can provide valuable insights into the interplay between the case and its context.
  • Multiple sources of evidence: Case study research often involves collecting data from multiple sources , which can enhance the robustness and validity of the findings.

On the other hand, researchers should consider the following limitations:

  • Generalizability: A common criticism of case study research is that its findings might not be generalizable to other cases due to the specificity and uniqueness of each case.
  • Time and resource intensive: Case study research can be time and resource intensive due to the depth of the investigation and the amount of collected data.
  • Complexity of analysis: The rich, detailed data generated in case study research can make analyzing the data challenging.
  • Subjectivity: Given the nature of case study research, there may be a higher degree of subjectivity in interpreting the data , so researchers need to reflect on this and transparently convey to audiences how the research was conducted.

Being aware of these strengths and limitations can help researchers design and conduct case study research effectively and interpret and report the findings appropriately.

a case study approach to data exploration

Ready to analyze your data with ATLAS.ti?

See how our intuitive software can draw key insights from your data with a free trial today.

  • Search Menu
  • Sign in through your institution
  • Browse content in Arts and Humanities
  • Browse content in Archaeology
  • Anglo-Saxon and Medieval Archaeology
  • Archaeological Methodology and Techniques
  • Archaeology by Region
  • Archaeology of Religion
  • Archaeology of Trade and Exchange
  • Biblical Archaeology
  • Contemporary and Public Archaeology
  • Environmental Archaeology
  • Historical Archaeology
  • History and Theory of Archaeology
  • Industrial Archaeology
  • Landscape Archaeology
  • Mortuary Archaeology
  • Prehistoric Archaeology
  • Underwater Archaeology
  • Zooarchaeology
  • Browse content in Architecture
  • Architectural Structure and Design
  • History of Architecture
  • Residential and Domestic Buildings
  • Theory of Architecture
  • Browse content in Art
  • Art Subjects and Themes
  • History of Art
  • Industrial and Commercial Art
  • Theory of Art
  • Biographical Studies
  • Byzantine Studies
  • Browse content in Classical Studies
  • Classical History
  • Classical Philosophy
  • Classical Mythology
  • Classical Literature
  • Classical Reception
  • Classical Art and Architecture
  • Classical Oratory and Rhetoric
  • Greek and Roman Epigraphy
  • Greek and Roman Law
  • Greek and Roman Archaeology
  • Greek and Roman Papyrology
  • Late Antiquity
  • Religion in the Ancient World
  • Digital Humanities
  • Browse content in History
  • Colonialism and Imperialism
  • Diplomatic History
  • Environmental History
  • Genealogy, Heraldry, Names, and Honours
  • Genocide and Ethnic Cleansing
  • Historical Geography
  • History by Period
  • History of Agriculture
  • History of Education
  • History of Emotions
  • History of Gender and Sexuality
  • Industrial History
  • Intellectual History
  • International History
  • Labour History
  • Legal and Constitutional History
  • Local and Family History
  • Maritime History
  • Military History
  • National Liberation and Post-Colonialism
  • Oral History
  • Political History
  • Public History
  • Regional and National History
  • Revolutions and Rebellions
  • Slavery and Abolition of Slavery
  • Social and Cultural History
  • Theory, Methods, and Historiography
  • Urban History
  • World History
  • Browse content in Language Teaching and Learning
  • Language Learning (Specific Skills)
  • Language Teaching Theory and Methods
  • Browse content in Linguistics
  • Applied Linguistics
  • Cognitive Linguistics
  • Computational Linguistics
  • Forensic Linguistics
  • Grammar, Syntax and Morphology
  • Historical and Diachronic Linguistics
  • History of English
  • Language Acquisition
  • Language Variation
  • Language Families
  • Language Evolution
  • Language Reference
  • Lexicography
  • Linguistic Theories
  • Linguistic Typology
  • Linguistic Anthropology
  • Phonetics and Phonology
  • Psycholinguistics
  • Sociolinguistics
  • Translation and Interpretation
  • Writing Systems
  • Browse content in Literature
  • Bibliography
  • Children's Literature Studies
  • Literary Studies (Asian)
  • Literary Studies (European)
  • Literary Studies (Eco-criticism)
  • Literary Studies (Modernism)
  • Literary Studies (Romanticism)
  • Literary Studies (American)
  • Literary Studies - World
  • Literary Studies (1500 to 1800)
  • Literary Studies (19th Century)
  • Literary Studies (20th Century onwards)
  • Literary Studies (African American Literature)
  • Literary Studies (British and Irish)
  • Literary Studies (Early and Medieval)
  • Literary Studies (Fiction, Novelists, and Prose Writers)
  • Literary Studies (Gender Studies)
  • Literary Studies (Graphic Novels)
  • Literary Studies (History of the Book)
  • Literary Studies (Plays and Playwrights)
  • Literary Studies (Poetry and Poets)
  • Literary Studies (Postcolonial Literature)
  • Literary Studies (Queer Studies)
  • Literary Studies (Science Fiction)
  • Literary Studies (Travel Literature)
  • Literary Studies (War Literature)
  • Literary Studies (Women's Writing)
  • Literary Theory and Cultural Studies
  • Mythology and Folklore
  • Shakespeare Studies and Criticism
  • Browse content in Media Studies
  • Browse content in Music
  • Applied Music
  • Dance and Music
  • Ethics in Music
  • Ethnomusicology
  • Gender and Sexuality in Music
  • Medicine and Music
  • Music Cultures
  • Music and Religion
  • Music and Culture
  • Music and Media
  • Music Education and Pedagogy
  • Music Theory and Analysis
  • Musical Scores, Lyrics, and Libretti
  • Musical Structures, Styles, and Techniques
  • Musicology and Music History
  • Performance Practice and Studies
  • Race and Ethnicity in Music
  • Sound Studies
  • Browse content in Performing Arts
  • Browse content in Philosophy
  • Aesthetics and Philosophy of Art
  • Epistemology
  • Feminist Philosophy
  • History of Western Philosophy
  • Metaphysics
  • Moral Philosophy
  • Non-Western Philosophy
  • Philosophy of Science
  • Philosophy of Action
  • Philosophy of Law
  • Philosophy of Religion
  • Philosophy of Language
  • Philosophy of Mind
  • Philosophy of Perception
  • Philosophy of Mathematics and Logic
  • Practical Ethics
  • Social and Political Philosophy
  • Browse content in Religion
  • Biblical Studies
  • Christianity
  • East Asian Religions
  • History of Religion
  • Judaism and Jewish Studies
  • Qumran Studies
  • Religion and Education
  • Religion and Health
  • Religion and Politics
  • Religion and Science
  • Religion and Law
  • Religion and Art, Literature, and Music
  • Religious Studies
  • Browse content in Society and Culture
  • Cookery, Food, and Drink
  • Cultural Studies
  • Customs and Traditions
  • Ethical Issues and Debates
  • Hobbies, Games, Arts and Crafts
  • Natural world, Country Life, and Pets
  • Popular Beliefs and Controversial Knowledge
  • Sports and Outdoor Recreation
  • Technology and Society
  • Travel and Holiday
  • Visual Culture
  • Browse content in Law
  • Arbitration
  • Browse content in Company and Commercial Law
  • Commercial Law
  • Company Law
  • Browse content in Comparative Law
  • Systems of Law
  • Competition Law
  • Browse content in Constitutional and Administrative Law
  • Government Powers
  • Judicial Review
  • Local Government Law
  • Military and Defence Law
  • Parliamentary and Legislative Practice
  • Construction Law
  • Contract Law
  • Browse content in Criminal Law
  • Criminal Procedure
  • Criminal Evidence Law
  • Sentencing and Punishment
  • Employment and Labour Law
  • Environment and Energy Law
  • Browse content in Financial Law
  • Banking Law
  • Insolvency Law
  • History of Law
  • Human Rights and Immigration
  • Intellectual Property Law
  • Browse content in International Law
  • Private International Law and Conflict of Laws
  • Public International Law
  • IT and Communications Law
  • Jurisprudence and Philosophy of Law
  • Law and Politics
  • Law and Society
  • Browse content in Legal System and Practice
  • Courts and Procedure
  • Legal Skills and Practice
  • Primary Sources of Law
  • Regulation of Legal Profession
  • Medical and Healthcare Law
  • Browse content in Policing
  • Criminal Investigation and Detection
  • Police and Security Services
  • Police Procedure and Law
  • Police Regional Planning
  • Browse content in Property Law
  • Personal Property Law
  • Study and Revision
  • Terrorism and National Security Law
  • Browse content in Trusts Law
  • Wills and Probate or Succession
  • Browse content in Medicine and Health
  • Browse content in Allied Health Professions
  • Arts Therapies
  • Clinical Science
  • Dietetics and Nutrition
  • Occupational Therapy
  • Operating Department Practice
  • Physiotherapy
  • Radiography
  • Speech and Language Therapy
  • Browse content in Anaesthetics
  • General Anaesthesia
  • Neuroanaesthesia
  • Browse content in Clinical Medicine
  • Acute Medicine
  • Cardiovascular Medicine
  • Clinical Genetics
  • Clinical Pharmacology and Therapeutics
  • Dermatology
  • Endocrinology and Diabetes
  • Gastroenterology
  • Genito-urinary Medicine
  • Geriatric Medicine
  • Infectious Diseases
  • Medical Oncology
  • Medical Toxicology
  • Pain Medicine
  • Palliative Medicine
  • Rehabilitation Medicine
  • Respiratory Medicine and Pulmonology
  • Rheumatology
  • Sleep Medicine
  • Sports and Exercise Medicine
  • Clinical Neuroscience
  • Community Medical Services
  • Critical Care
  • Emergency Medicine
  • Forensic Medicine
  • Haematology
  • History of Medicine
  • Browse content in Medical Dentistry
  • Oral and Maxillofacial Surgery
  • Paediatric Dentistry
  • Restorative Dentistry and Orthodontics
  • Surgical Dentistry
  • Medical Ethics
  • Browse content in Medical Skills
  • Clinical Skills
  • Communication Skills
  • Nursing Skills
  • Surgical Skills
  • Medical Statistics and Methodology
  • Browse content in Neurology
  • Clinical Neurophysiology
  • Neuropathology
  • Nursing Studies
  • Browse content in Obstetrics and Gynaecology
  • Gynaecology
  • Occupational Medicine
  • Ophthalmology
  • Otolaryngology (ENT)
  • Browse content in Paediatrics
  • Neonatology
  • Browse content in Pathology
  • Chemical Pathology
  • Clinical Cytogenetics and Molecular Genetics
  • Histopathology
  • Medical Microbiology and Virology
  • Patient Education and Information
  • Browse content in Pharmacology
  • Psychopharmacology
  • Browse content in Popular Health
  • Caring for Others
  • Complementary and Alternative Medicine
  • Self-help and Personal Development
  • Browse content in Preclinical Medicine
  • Cell Biology
  • Molecular Biology and Genetics
  • Reproduction, Growth and Development
  • Primary Care
  • Professional Development in Medicine
  • Browse content in Psychiatry
  • Addiction Medicine
  • Child and Adolescent Psychiatry
  • Forensic Psychiatry
  • Learning Disabilities
  • Old Age Psychiatry
  • Psychotherapy
  • Browse content in Public Health and Epidemiology
  • Epidemiology
  • Public Health
  • Browse content in Radiology
  • Clinical Radiology
  • Interventional Radiology
  • Nuclear Medicine
  • Radiation Oncology
  • Reproductive Medicine
  • Browse content in Surgery
  • Cardiothoracic Surgery
  • Gastro-intestinal and Colorectal Surgery
  • General Surgery
  • Neurosurgery
  • Paediatric Surgery
  • Peri-operative Care
  • Plastic and Reconstructive Surgery
  • Surgical Oncology
  • Transplant Surgery
  • Trauma and Orthopaedic Surgery
  • Vascular Surgery
  • Browse content in Science and Mathematics
  • Browse content in Biological Sciences
  • Aquatic Biology
  • Biochemistry
  • Bioinformatics and Computational Biology
  • Developmental Biology
  • Ecology and Conservation
  • Evolutionary Biology
  • Genetics and Genomics
  • Microbiology
  • Molecular and Cell Biology
  • Natural History
  • Plant Sciences and Forestry
  • Research Methods in Life Sciences
  • Structural Biology
  • Systems Biology
  • Zoology and Animal Sciences
  • Browse content in Chemistry
  • Analytical Chemistry
  • Computational Chemistry
  • Crystallography
  • Environmental Chemistry
  • Industrial Chemistry
  • Inorganic Chemistry
  • Materials Chemistry
  • Medicinal Chemistry
  • Mineralogy and Gems
  • Organic Chemistry
  • Physical Chemistry
  • Polymer Chemistry
  • Study and Communication Skills in Chemistry
  • Theoretical Chemistry
  • Browse content in Computer Science
  • Artificial Intelligence
  • Computer Architecture and Logic Design
  • Game Studies
  • Human-Computer Interaction
  • Mathematical Theory of Computation
  • Programming Languages
  • Software Engineering
  • Systems Analysis and Design
  • Virtual Reality
  • Browse content in Computing
  • Business Applications
  • Computer Security
  • Computer Games
  • Computer Networking and Communications
  • Digital Lifestyle
  • Graphical and Digital Media Applications
  • Operating Systems
  • Browse content in Earth Sciences and Geography
  • Atmospheric Sciences
  • Environmental Geography
  • Geology and the Lithosphere
  • Maps and Map-making
  • Meteorology and Climatology
  • Oceanography and Hydrology
  • Palaeontology
  • Physical Geography and Topography
  • Regional Geography
  • Soil Science
  • Urban Geography
  • Browse content in Engineering and Technology
  • Agriculture and Farming
  • Biological Engineering
  • Civil Engineering, Surveying, and Building
  • Electronics and Communications Engineering
  • Energy Technology
  • Engineering (General)
  • Environmental Science, Engineering, and Technology
  • History of Engineering and Technology
  • Mechanical Engineering and Materials
  • Technology of Industrial Chemistry
  • Transport Technology and Trades
  • Browse content in Environmental Science
  • Applied Ecology (Environmental Science)
  • Conservation of the Environment (Environmental Science)
  • Environmental Sustainability
  • Environmentalist Thought and Ideology (Environmental Science)
  • Management of Land and Natural Resources (Environmental Science)
  • Natural Disasters (Environmental Science)
  • Nuclear Issues (Environmental Science)
  • Pollution and Threats to the Environment (Environmental Science)
  • Social Impact of Environmental Issues (Environmental Science)
  • History of Science and Technology
  • Browse content in Materials Science
  • Ceramics and Glasses
  • Composite Materials
  • Metals, Alloying, and Corrosion
  • Nanotechnology
  • Browse content in Mathematics
  • Applied Mathematics
  • Biomathematics and Statistics
  • History of Mathematics
  • Mathematical Education
  • Mathematical Finance
  • Mathematical Analysis
  • Numerical and Computational Mathematics
  • Probability and Statistics
  • Pure Mathematics
  • Browse content in Neuroscience
  • Cognition and Behavioural Neuroscience
  • Development of the Nervous System
  • Disorders of the Nervous System
  • History of Neuroscience
  • Invertebrate Neurobiology
  • Molecular and Cellular Systems
  • Neuroendocrinology and Autonomic Nervous System
  • Neuroscientific Techniques
  • Sensory and Motor Systems
  • Browse content in Physics
  • Astronomy and Astrophysics
  • Atomic, Molecular, and Optical Physics
  • Biological and Medical Physics
  • Classical Mechanics
  • Computational Physics
  • Condensed Matter Physics
  • Electromagnetism, Optics, and Acoustics
  • History of Physics
  • Mathematical and Statistical Physics
  • Measurement Science
  • Nuclear Physics
  • Particles and Fields
  • Plasma Physics
  • Quantum Physics
  • Relativity and Gravitation
  • Semiconductor and Mesoscopic Physics
  • Browse content in Psychology
  • Affective Sciences
  • Clinical Psychology
  • Cognitive Neuroscience
  • Cognitive Psychology
  • Criminal and Forensic Psychology
  • Developmental Psychology
  • Educational Psychology
  • Evolutionary Psychology
  • Health Psychology
  • History and Systems in Psychology
  • Music Psychology
  • Neuropsychology
  • Organizational Psychology
  • Psychological Assessment and Testing
  • Psychology of Human-Technology Interaction
  • Psychology Professional Development and Training
  • Research Methods in Psychology
  • Social Psychology
  • Browse content in Social Sciences
  • Browse content in Anthropology
  • Anthropology of Religion
  • Human Evolution
  • Medical Anthropology
  • Physical Anthropology
  • Regional Anthropology
  • Social and Cultural Anthropology
  • Theory and Practice of Anthropology
  • Browse content in Business and Management
  • Business Strategy
  • Business History
  • Business Ethics
  • Business and Government
  • Business and Technology
  • Business and the Environment
  • Comparative Management
  • Corporate Governance
  • Corporate Social Responsibility
  • Entrepreneurship
  • Health Management
  • Human Resource Management
  • Industrial and Employment Relations
  • Industry Studies
  • Information and Communication Technologies
  • International Business
  • Knowledge Management
  • Management and Management Techniques
  • Operations Management
  • Organizational Theory and Behaviour
  • Pensions and Pension Management
  • Public and Nonprofit Management
  • Strategic Management
  • Supply Chain Management
  • Browse content in Criminology and Criminal Justice
  • Criminal Justice
  • Criminology
  • Forms of Crime
  • International and Comparative Criminology
  • Youth Violence and Juvenile Justice
  • Development Studies
  • Browse content in Economics
  • Agricultural, Environmental, and Natural Resource Economics
  • Asian Economics
  • Behavioural Finance
  • Behavioural Economics and Neuroeconomics
  • Econometrics and Mathematical Economics
  • Economic Systems
  • Economic Methodology
  • Economic History
  • Economic Development and Growth
  • Financial Markets
  • Financial Institutions and Services
  • General Economics and Teaching
  • Health, Education, and Welfare
  • History of Economic Thought
  • International Economics
  • Labour and Demographic Economics
  • Law and Economics
  • Macroeconomics and Monetary Economics
  • Microeconomics
  • Public Economics
  • Urban, Rural, and Regional Economics
  • Welfare Economics
  • Browse content in Education
  • Adult Education and Continuous Learning
  • Care and Counselling of Students
  • Early Childhood and Elementary Education
  • Educational Equipment and Technology
  • Educational Strategies and Policy
  • Higher and Further Education
  • Organization and Management of Education
  • Philosophy and Theory of Education
  • Schools Studies
  • Secondary Education
  • Teaching of a Specific Subject
  • Teaching of Specific Groups and Special Educational Needs
  • Teaching Skills and Techniques
  • Browse content in Environment
  • Applied Ecology (Social Science)
  • Climate Change
  • Conservation of the Environment (Social Science)
  • Environmentalist Thought and Ideology (Social Science)
  • Natural Disasters (Environment)
  • Social Impact of Environmental Issues (Social Science)
  • Browse content in Human Geography
  • Cultural Geography
  • Economic Geography
  • Political Geography
  • Browse content in Interdisciplinary Studies
  • Communication Studies
  • Museums, Libraries, and Information Sciences
  • Browse content in Politics
  • African Politics
  • Asian Politics
  • Chinese Politics
  • Comparative Politics
  • Conflict Politics
  • Elections and Electoral Studies
  • Environmental Politics
  • Ethnic Politics
  • European Union
  • Foreign Policy
  • Gender and Politics
  • Human Rights and Politics
  • Indian Politics
  • International Relations
  • International Organization (Politics)
  • International Political Economy
  • Irish Politics
  • Latin American Politics
  • Middle Eastern Politics
  • Political Methodology
  • Political Communication
  • Political Philosophy
  • Political Sociology
  • Political Theory
  • Political Behaviour
  • Political Economy
  • Political Institutions
  • Politics and Law
  • Politics of Development
  • Public Administration
  • Public Policy
  • Quantitative Political Methodology
  • Regional Political Studies
  • Russian Politics
  • Security Studies
  • State and Local Government
  • UK Politics
  • US Politics
  • Browse content in Regional and Area Studies
  • African Studies
  • Asian Studies
  • East Asian Studies
  • Japanese Studies
  • Latin American Studies
  • Middle Eastern Studies
  • Native American Studies
  • Scottish Studies
  • Browse content in Research and Information
  • Research Methods
  • Browse content in Social Work
  • Addictions and Substance Misuse
  • Adoption and Fostering
  • Care of the Elderly
  • Child and Adolescent Social Work
  • Couple and Family Social Work
  • Direct Practice and Clinical Social Work
  • Emergency Services
  • Human Behaviour and the Social Environment
  • International and Global Issues in Social Work
  • Mental and Behavioural Health
  • Social Justice and Human Rights
  • Social Policy and Advocacy
  • Social Work and Crime and Justice
  • Social Work Macro Practice
  • Social Work Practice Settings
  • Social Work Research and Evidence-based Practice
  • Welfare and Benefit Systems
  • Browse content in Sociology
  • Childhood Studies
  • Community Development
  • Comparative and Historical Sociology
  • Economic Sociology
  • Gender and Sexuality
  • Gerontology and Ageing
  • Health, Illness, and Medicine
  • Marriage and the Family
  • Migration Studies
  • Occupations, Professions, and Work
  • Organizations
  • Population and Demography
  • Race and Ethnicity
  • Social Theory
  • Social Movements and Social Change
  • Social Research and Statistics
  • Social Stratification, Inequality, and Mobility
  • Sociology of Religion
  • Sociology of Education
  • Sport and Leisure
  • Urban and Rural Studies
  • Browse content in Warfare and Defence
  • Defence Strategy, Planning, and Research
  • Land Forces and Warfare
  • Military Administration
  • Military Life and Institutions
  • Naval Forces and Warfare
  • Other Warfare and Defence Issues
  • Peace Studies and Conflict Resolution
  • Weapons and Equipment

The Oxford Handbook of Qualitative Research

A newer edition of this book is available.

  • < Previous chapter
  • Next chapter >

22 Case Study Research: In-Depth Understanding in Context

Helen Simons, School of Education, University of Southampton

  • Published: 01 July 2014
  • Cite Icon Cite
  • Permissions Icon Permissions

This chapter explores case study as a major approach to research and evaluation. After first noting various contexts in which case studies are commonly used, the chapter focuses on case study research directly Strengths and potential problematic issues are outlined and then key phases of the process. The chapter emphasizes how important it is to design the case, to collect and interpret data in ways that highlight the qualitative, to have an ethical practice that values multiple perspectives and political interests, and to report creatively to facilitate use in policy making and practice. Finally, it explores how to generalize from the single case. Concluding questions center on the need to think more imaginatively about design and the range of methods and forms of reporting requiredto persuade audiences to value qualitative ways of knowing in case study research.

Introduction

This chapter explores case study as a major approach to research and evaluation using primarily qualitative methods, as well as documentary sources, contemporaneous or historical. However, this is not the only way in which case study can be conceived. No one has a monopoly on the term. While sharing a focus on the singular in a particular context, case study has a wide variety of uses, not all associated with research. A case study, in common parlance, documents a particular situation or event in detail in a specific sociopolitical context. The particular can be a person, a classroom, an institution, a program, or a policy. Below I identify different ways in which case study is used before focusing on qualitative case study research in particular. However, first I wish to indicate how I came to advocate and practice this form of research. Origins, context, and opportunity often shape the research processes we endorse. It is helpful for the reader, I think, to know how I came to the perspective I hold.

The Beginnings

I first came to appreciate and enjoy the virtues of case study research when I entered the field of curriculum evaluation and research in the 1970s. The dominant research paradigm for educational research at that time was experimental or quasi- experimental, cost-benefit, or systems analysis, and the dominant curriculum model was aims and objectives ( House, 1993 ). The field was dominated, in effect, by a psychometric view of research in which quantitative methods were preeminent. But the innovative projects we were asked to evaluate (predominantly, but not exclusively, in the humanities) were not amenable to such methodologies. The projects were challenging to the status quo of institutions, involved people interpreting the policy and programs, were implemented differently in different contexts and regions, and had many unexpected effects.

We had no choice but to seek other ways to evaluate these complex programs, and case study was the methodology we found ourselves exploring, in order to understand how the projects were being implemented, why they had positive effects in some regions of the country and not others, and what the outcomes meant in different sociopolitical and cultural contexts. What better way to do this than to talk with people to see how they interpreted the “new” curriculum; to watch how teachers and students put it into practice; to document transactions, outcomes, and unexpected consequences; and to interpret all in the specific context of the case ( Simons, 1971 , 1987 , pp. 55–89). From this point on and in further studies, case study in educational research and evaluation came to be a major methodology for understanding complex educational and social programs. It also extended to other practice professions, such as nursing, health, and social care ( Zucker, 2001 ; Greenhalgh & Worrall, 1997 ; Shaw & Gould, 2001 ). For further details of the evolution of the case study approach and qualitative methodologies in evaluation, see House, 1993 , pp. 2–3; Greene, 2000 ; Simons, 2009 , pp. 14–18; Simons & McCormack, 2007 , pp. 292–311).

This was not exactly the beginning of case study, of course. It has a long history in many disciplines ( Simons, 1980; Ragin, 1992; Gomm, Hammersley, & Foster, 2004 ; Platt, 2007 ), many aspects of which form part of case study practice to this day. But its evolution in the context just described was a major move in the contemporary evolution of the logic of evaluative inquiry ( House, 1980 ). It also coincided with movement toward the qualitative in other disciplines, such as sociology and psychology. This was all part of what Denzin & Lincoln (1994) termed “a quiet methodological revolution” (p. ix) in qualitative inquiry that had been evolving over the course of forty years.

There is a further reason why I continue to advocate and practice case study research and evaluation to this day and that is my personal predilection for trying to understand and represent complexity, for puzzling through the ambiguities that exist in many contexts and programs and for presenting and negotiating different values and interests in fair and just ways.

Put more simply, I like interacting with people, listening to their stories, trials and tribulations—giving them a voice in understanding the contexts and projects with which they are involved, and finding ways to share these with a range of audiences. In other words, the move toward case study methodology described here suited my preference for how I learn.

Concepts and Purposes of Case Study

Before exploring case study as it has come to be established in educational research and evaluation over the past forty years, I wish to acknowledge other uses of case study. More often than not, these relate to purpose, and appropriately so in their different contexts, but many do not have a research intention. For a study to count as research, it would need to be a systematic investigation generating evidence that leads to “new” knowledge that is made public and open to scrutiny. There are many ways to conduct research stemming from different traditions and disciplines, but they all, in different ways, involve these characteristics.

Everyday Usage: Stories We Tell

The most common of these uses of case study is the everyday reference to a person, an anecdote or story illustrative of a particular incident, event, or experience of that person. It is often a short, reported account commonly seen in journalism but also in books exploring a phenomenon, such as recovery from serious accidents or tragedies, where the author chooses to illustrate the story or argument with a “lived” example. This is sometimes written by the author and sometimes by the person whose tale it is. “Let me share with you a story,” is a phrase frequently heard

The spirit behind this common usage and its power to connect can be seen in a report by Tim Adams of the London Olympics opening ceremony’s dramatization by Danny Boyle.

It was the point when we suddenly collectively wised up to the idea that what we are about to receive over the next two weeks was not only about “legacy collateral” and “targeted deliverables,” not about G4S failings and traffic lanes and branding opportunities, but about the second-by-second possibilities of human endeavour and spirit and communality, enacted in multiple places and all at the same time. Stories in other words. ( Adams, 2012 )

This was a collective story, of course, not an individual one, but it does convey some of the major characteristics of case study—that richness of detail, time, place, multiple happenings and experiences—that are also manifest in case study research, although carefully evidenced in the latter instance. We can see from this common usage how people have come to associate case study with story. I return to this thread in the reporting section.

Professions Individual Cases

In professional settings, in health and social care, case studies, often called case histories , are used to accurately record a person’s health or social care history and his or her current symptoms, experience, and treatment. These case histories include facts but also judgments and observations about the person’s reaction to situations or medication. Usually these are confidential. Not dissimilar is the detailed documentation of a case in law, often termed a case precedent when referred to in a court case to support an argument being made. However in law there is a difference in that such case precedents are publicly documented.

Case Studies in Teaching

Exemplars of practice.

In education, but also in health and social care training contexts, case studies have long been used as exemplars of practice. These are brief descriptions with some detail of a person or project’s experience in an area of practice. Though frequently reported accounts, they are based on a person’s experience and sometimes on previous research.

Case scenarios

Management studies are a further context in which case studies are often used. Here, the case is more like a scenario outlining a particular problem situation for the management student to resolve. These scenarios may be based on research but frequently are hypothetical situations used to raise issues for discussion and resolution. What distinguishes these case scenarios and the case exemplars in education from case study research is the intention to use them for teaching purposes.

Country Case Studies

Then there are case studies of programs, projects, and even countries, as in international development, where a whole-country study might be termed a case study or, in the context of the Organization for Economic Co-operation and Development (OECD), where an exploration is conducted of the state of the art of a subject, such as education or environmental science in one or several countries. This may be a contemporaneous study and/or what transpired in a program over a period of time. Such studies often do have a research base but frequently are reported accounts that do not detail the design, methodology, and analysis of the case, as a research case study would do, or report in ways that give readers a vicarious experience of what it was like to be there. Such case studies tend to be more knowledge and information-focused than experiential.

Case Study as History

Closer to a research context is case study as history—what transpired at a certain time in a certain place. This is likely to be supported by documentary evidence but not primary data gathering unless it is an oral history. In education, in the late 1970s, Stenhouse (1978) experimented with a case study archive. Using contemporaneous data gathering, primarily through interviewing, he envisaged this database, which he termed a “case record,” forming an archive from which different individuals,, at some later date, could write a “case study.” This approach uses case study as a documentary source to begin to generate a history of education, as the subtitle of Stenhouse’s 1978 paper indicates “Towards a contemporary history of education.”

Case Study Research

From here on, my focus is on case study research per se, adopting for this purpose the following definition:

Case study is an in-depth exploration from multiple perspectives of the complexity and uniqueness of a particular project, policy, institution or system in a “real-life” context. It is research based, inclusive of different methods and is evidence-led. ( Simons, 2009 , p. 21).

For further related definitions of case study, see Stake (1995) , Merriam (1998), and Chadderton & Torrance (2011) . And for definitions from a slightly different perspective, see Yin (2004) and Thomas (2011a) .

Not Defined by Method or Perspective

The inclusion of different methods in the definition quoted above definition signals that case study research is not defined by methodology or method. What defines case study is its singularity and the concept and boundary of the case. It is theoretically possible to conduct a case study using primarily quantitative data if this is the best way of providing evidence to inform the issues the case is exploring. It is equally possible to conduct case study that is mainly qualitative, to engage people with the experience of the case or to provide a rich portrayal of an event, project, or program.

Or one can design the case using mixed methods. This increases the options for learning from different ways of knowing and is sometimes preferred by stakeholders who believe it provides a firmer basis for informing policy. This is not necessarily the case but is beyond the scope of this chapter to explore. For further discussion of the complexities of mixing methods and the virtue of using qualitative methods and case study in a mixed method design, see Greene (2007) .

Case study research may also be conducted from different standpoints—realist, interpretivist, or constructivist, for example. My perspective falls within a constructivist, interpretivist framework. What interests me is how I and those in the case perceive and interpret what we find and how we construct or co-construct understandings of the case. This not only suits my predilection for how I see the world, but also my preferred phenomenological approach to interviewing and curiosity about people and how they act in social and professional life.

Qualitative Case Study Research

Qualitative case study research shares many characteristics with other forms of qualitative research, such as narrative, oral history, life history, ethnography, in-depth interview, and observational studies that utilize qualitative methods. However, its focus, purpose, and origins, in educational research at least, are a little different.

The focus is clearly the study of the singular. The purpose is to portray an in-depth view of the quality and complexity of social/educational programs or policies as they are implemented in specific sociopolitical contexts. What makes it qualitative is its emphasis on subjective ways of knowing, particularly the experiential, practical, and presentational rather than the propositional ( Heron, 1992 , 1999 ) to comprehend and communicate what transpired in the case.

Characteristic Features and Advantages

Case study research is not method dependent, as noted earlier, nor is it constrained by resources or time. Although it can be conducted over several years, which provides an opportunity to explore the process of change and explain how and why things happened, it can equally be carried out contemporaneously in a few days, weeks, or months. This flexibility is extremely useful in many contexts, particularly when a change in policy or unforeseen issues in the field require modifying the design.

Flexibility extends to reporting. The case can be written up in different lengths and forms to meet different audience needs and to maximize use (see the section on Reporting). Using the natural language of participants and familiar methods (like interview, observation, oral history) also enables participants to engage in the research process, thereby contributing significantly to the generation of knowledge of the case. As I have indicated elsewhere ( Simons, 2009 ), “This is both a political and epistemological point. It signals a potential shift in the power base of who controls knowledge and recognizes the importance of co-constructing perceived reality through the relationships and joint understandings we create in the field” (p. 23).

Possible Disadvantages

If one is an advocate, identifying advantages of a research approach is easier than pointing out its disadvantages, something detractors are quite keen to do anyway! But no approach is perfect, and here are some of the issues that often trouble people about case study research. The “sample of one” is an obvious issue that worries those convinced that only large samples can constitute valid research and especially if this is to inform policy. Understanding complexity in depth may not be a sufficient counterargument, and I suspect there is little point in trying to persuade otherwise For frequently, this perception is one of epistemological and methodological, if not ideological, preference.

However, there are some genuine concerns that many case researchers face: the difficulty of processing a mass of data; of “telling the truth” in contexts where people may be identifiable; personal involvement, when the researcher is the main instrument of data gathering; and writing reports that are data-based, yet readable in style and length. But one issue that concerns advocates and nonadvocates alike is how inferences are drawn from the single case.

Answers to some of these issues are covered in the sections that follow. Whether they convince may again be a question of preference. However, it is worth noting here that I do not think we should seek to justify these concerns in terms identified by other methodologies. Many of them are intrinsic to the nature and strength of qualitative case study research.

Subjectivity, for instance, both of participants and researcher is inevitable, as it is in many other qualitative methodologies. This is often the basis on which we act. Rather than see this as bias or something to counter, it is an intelligence that is essential to understanding and interpreting the experience of participants and stakeholders. Such subjectivity needs to be disciplined, of course, through procedures that examine both the validity of individuals’ representations of “their truth”, and demonstrate how the researcher took a reflexive approach to monitoring how his or her own values and predilections may have unduly influenced the data.

Types of Case Study

There are numerous types of case study, too many to categorize, I think, as there are overlaps between them. However, attempts have been made to do this and, for those who value typologies, I refer them to Bassey (1999) and, for a more extended typology, to Thomas (2011b) . A slightly different approach is taken by Gomm, Hammersley, and Foster (2004) in annotating the different emphases in major texts on case study. What I prefer to do here is to highlight a few familiar types to focus the discussion that follows on the practice of case study research.

Stake (1995) offers a threefold distinction that is helpful when it comes to practice, he says, because it influences the methods we choose to gather data (p. 4). He distinguishes between an intrinsic case study , one that is studied to learn about the particular case itself and an instrumental case study , in which we choose a case to gain insight into a particular issue (i.e., the case is instrumental to understanding something else; p. 3). The collective case study is what its name suggests: an extension of the instrumental to several cases.

Theory-led or theory-generated case study is similarly self-explanatory, the first starting from a specific theory that is tested through the case; the second constructing a theory through interpretation of data generated in the case. In other words, one ends rather than begins with a theory. In qualitative case study research, this is the more familiar route. The theory of the case becomes the argument or story you will tell.

Evaluation case study requires a slightly longer description as this is my context of practice, one which has influenced the way I conduct case study and what I choose to emphasize in this chapter. An evaluation case study has three essential features: to determine the value of the case, to include and balance different interests and values, and to report findings to a range of stakeholders in ways that they can use. The reasons for this may be found in the interlude that follows, which offers a brief characterization of the social and ethical practice of evaluation and why qualitative methods are so important in this practice.

Interlude: Social and Ethical Practice of Evaluation

Evaluation is a social practice that documents, portrays, and seeks to understand the value of a particular project, program, or policy. This can be determined by different evaluation methodologies, of course. But the value of qualitative case study is that it is possible to discern this value without decontextualizing the data. While the focus of the case is usually a project, program, policy, or some unit within, studies of key individuals, what I term case profiles , may be embedded within the overall case. In some instances, these profiles, or even shorter cameos of individuals, may be quite prominent. For it is through the perceptions, interpretations, and interactions of people that we learn how policies and programs are enacted ( Kushner, 2000 , p. 12). The program is still the main focus of analysis, but, in exploring how individuals play out their different roles in the program, we get closer to the actual experience and meaning of the program in practice.

Case study evaluation is often commissioned from an external source (government department or other agency) keen to know the worth of publicly funded programs and policies to inform future decision making. It needs to be responsive to issues or questions identified by stakeholders, who often have different values and interests in the expected outcomes and appreciate different perspectives of the program in action. The context also is often highly politicized, and interests can conflict. The task of the evaluator in such situations becomes one of including and balancing all interests and values in the program fairly and justly.

This is an inherently political process and requires an ethical practice that offers participants some protection over the personal data they give as part of the research and agreed audiences access to the findings, presented in ways they can understand. Negotiating what information becomes public can be quite difficult in singular settings where people are identifiable and intricate or problematic transactions have been documented. The consequences that ensue from making knowledge public that hitherto was private may be considerable for those in the case. It may also be difficult to portray some of the contextual detail that would enhance understanding for readers.

The ethical stance that underpins the case study research and evaluation I conduct stems from a theory of ethics that emphasizes the centrality of relationships in the specific context and the consequences for individuals, while remaining aware of the research imperative to publicly report. It is essentially an independent democratic process based on the concepts of fairness and justice, in which confidentiality, negotiation, and accessibility are key principles ( MacDonald, 1976 ; Simons, 2009 , pp. 96–111; and Simons 2010 ). The principles are translated into specific procedures to guide the collection, validation, and dissemination of data in the field. These include:

engaging participants and stakeholders in identifying issues to explore and sometimes also in interpreting the data;

documenting how different people interpret and value the program;

negotiating what data becomes public respecting both the individual’s “right to privacy” and the public’s “right to know”;

offering participants opportunities to check how their data are used in the context of reporting;

reporting in language and forms accessible to a wide range of audiences;

disseminating to audiences within and beyond the case.

For further discussion of the ethics of democratic case study evaluation and examples of their use in practice, see Simons (2000 , 2006 , 2009 , chapter 6, 2010 ).

Designing Case Study Research

Design issues in case study sometimes take second place to those of data gathering, the more exciting task perhaps in starting research. However, it is critical to consider the design at the outset, even if changes are required in practice due to the reality of what is encountered in the field. In this sense, the design of case study is emergent, rather than preordinate, shaped and reshaped as understanding of the significance of foreshadowed issues emerges and more are discovered.

Before entering the field, there are a myriad of planning issues to think about related to stakeholders, participants, and audiences. These include whose values matter, whether to engage them in data gathering and interpretation, the style of reporting appropriate for each, and the ethical guidelines that will underpin data collection and reporting. However, here I emphasize only three: the broad focus of the study, what the case is a case of, and framing questions/issues. These are steps often ignored in an enthusiasm to gather data, resulting in a case study that claims to be research but lacks the basic principles required for generation of valid, public knowledge.

Conceptualize the Topic

First, it is important that the topic of the research is conceptualized in a way that it can be researched (i.e., it is not too wide). This seems an obvious point to make, but failure to think through precisely what it is about your research topic you wish to investigate will have a knock-on effect on the framing of the case, data gathering, and interpretation and may lead, in some instances, to not gathering or analyzing data that actually informs the topic. Further conceptualization or reconceptualization may be necessary as the study proceeds, but it is critical to have a clear focus at the outset.

What Constitutes the Case

Second, I think it is important to decide what would constitute the case (i.e., what it is a case of) and where the boundaries of this lie. This often proves more difficult than first appears. And sometimes, partly because of the semifluid nature of the way the case evolves, it is only possible to finally establish what the case is a case of at the end. Nevertheless, it is useful to identify what the case and its boundaries are at the outset to help focus data collection while maintaining an awareness that these may shift. This is emergent design in action.

In deciding the boundary of the case, there are several factors to bear in mind. Is it bounded by an institution or a unit within an institution, by people within an institution, by region, or by project, program or policy,? If we take a school as an example, the case could be comprised of the principal, teachers, and students, or the boundary could be extended to the cleaners, the caretaker, the receptionist, people who often know a great deal about the subnorms and culture of the institution.

If the case is a policy or particular parameter of a policy, the considerations may be slightly different. People will still be paramount—those who generated the policy and those who implemented it—but there is likely also to be a political culture surrounding the policy that had an influence on the way the policy evolved. Would this be part of the case?

Whatever boundary is chosen, this may change in the course of conducting the study when issues arise that can only be understood by going to another level. What transpires in a classroom, for example, if this is the case, is often partly dependent on the support of the school leadership and culture of the institution and this, in turn, to some extent is dependent on what resources are allocated from the local education administration. Much like a series of Russian dolls, one context inside the other.

Unit of analysis

Thinking about what would constitute the unit of analysis— a classroom, an institution, a program, a region—may help in setting the boundaries of the case, and it will certainly help when it comes to analysis. But this is a slightly different issue from deciding what the case is a case of. Taking a health example, the case may be palliative care support, but the unit of analysis the palliative care ward or wards. If you took the palliative care ward as the unit of analysis this would be as much about how palliative care was exercised in this or that ward than issues about palliative care support in general. In other words, you would need to have specific information and context about how this ward was structured and managed to understand how palliative care was conducted in this particular ward. Here, as in the school example above, you would need to consider which of the many people who populate the ward form part of the case—nurses, interns, or doctors only, or does it extend to patients, cleaners, nurse aides, and medical students?

Framing Questions and Issues

The third most important consideration is how to frame the study, and you are likely to do this once you have selected the site or sites for study. There are at least four approaches. You could start with precise questions, foreshadowed issues ( Smith & Pohland, 1974 ), theories, or a program logic. To some extent, your choice will be dictated by the type of case you have chosen, but also by your personal preference for how to conduct it—in either a structured or open way.

Initial questions give structure; foreshadowed issues more freedom to explore. In qualitative case study, foreshadowed issues are more common, allowing scope for issues to change as the study evolves, guided by participants’ perspectives and events in the field. With this perspective, it is more likely that you will generate a theory of the case toward the end, through your interpretation and analysis.

If you are conducting an instrumental case study, staying close to the questions or foreshadowed issues is necessary to be sure you gain data that will illuminate the central focus of the study. This is critical if you are exploring issues across several cases, although it is possible to do a cross-case analysis from cases that have each followed a different route to discovering significant issues.

Opting to start with a theoretical framework provides a basis for formulating questions and issues, but it can also constrain the study to only those questions/issues that fit the framework. The same is true with using program logic to frame the case. This is an approach frequently adopted in evaluation case study where the evaluator, individually or with stakeholders, examines how the aims and objectives of the program relate to the activities designed to promote it and the outcomes and impacts expected. It provides direction, although it can lead to simply confirming what was anticipated, rather than documenting what transpired in the case.

Whichever approach you choose to frame the case, it is useful to think about the rationale or theory for each question and what methods would best enable you to gain an understanding of them. This will not only start a reflexive process of examining your choices—an important aspect of the process of data gathering and interpretation—it will also aid analysis and interpretation further down the track.

Methodology and Methods

Qualitative case study research, as already noted, appeals to subjective ways of knowing and to a primarily qualitative methodology, that captures experiential understanding ( Stake, 2010 , pp. 56–70). It follows that the main methods of data gathering to access this way of knowing will be qualitative. Interviewing, observation, and document analysis are the primary three, often supported by critical incidents, focus groups, cameos, vignettes, diaries/journals, and photographs. Before gathering any primary data, however, it is useful to search relevant existing sources (written or visual) to learn about the antecedents and context of a project, program, or policy as a backdrop to the case. This can sharpen framing questions, avoid unnecessary data gathering, and shorten the time needed in the field.

Given that there are excellent texts on qualitative methods (see, for example, Denzin & Lincoln, 1994 ; Seale, 1999 ; Silverman, 2000 , 2004 ), I will not discuss all potential relevant methods here, but simply focus on the qualities of the primary methods that are particularly appropriate for case study research.

Primary Qualitative Data Gathering Methods

Interviewing.

The most effective style of interviewing in qualitative case study research to gain in-depth data, document multiple perspectives and experiences and explore contested issues is the unstructured interview, active listening and open questioning are paramount, whatever prequestions or foreshadowed issues have been identified. This can include photographs—a useful starting point with certain cultural groups and the less articulate, to encourage them to tell their story through connecting or identifying with something in the image.

The flexibility of unstructured interviewing has three further advantages for understanding participants’ experiences. First, through questioning, probing, listening, and, above all, paying attention to the silences and what they mean, you can get closer to the meaning of participants’ experiences. It is not always what they say.

Second, unstructured interviewing is useful for engaging participants in the process of research. Instead of starting with questions and issues, invite participants to tell their stories or reflect on specific issues, to conduct their own self-evaluative interview, in fact. Not only will they contribute their particular perspective to the case, they will also learn about themselves, thereby making the process of research educative for them as well as for the audiences of the research.

Third, the open-endedness of this style of interviewing has the potential for creating a dialogue between participants and the researcher and between the researcher and the public, if enough of the dialogue is retained in the publication ( Bellah, Madsen, Sullivan, Swidler, & Tipton, 1985 ).

Observations

Observations in case study research are likely to be close-up descriptions of events, activities, and incidents that detail what happens in a particular context. They will record time, place, specific incidents, transactions, and dialogue, and note characteristics of the setting and of people in it without preconceived categories or judgment. No description is devoid of some judgment in selection, of course, but, on the whole, the intent is to describe the scene or event “as it is,” providing a rich, textured description to give readers a sense of what it was like to be there or provide a basis for later interpretation.

Take the following excerpt from a study of the West Bromwich Operatic Society. It is the first night of a new production, The Producers , by this amateur operatic society. This brief excerpt is from a much longer observation of the overture to the first evening’s performance, detailing exactly what the production is, where it is, and why there is such a tremendous sense of atmosphere and expectation surrounding the event. Space prevents including the whole observation, but I hope you can get a glimmer of the passion and excitement that precedes the performance:

Birmingham, late November, 2011, early evening.... Bars and restaurants spruce up for the evening’s trade. There is a chill in the air but the party season is just starting....

A few hundred yards away, past streaming traffic on Suffolk Street, Queensway, an audience is gathering at the New Alexandra Theatre. The foyer windows shine in the orange sodium night. Above each one is the rubric: WORLD CLASS THEATRE.

Inside the preparatory rituals are being observed; sweets chosen, interval drinks ordered and programmes bought. People swap news and titbits about the production.... The bubble of anticipation grows as the 5-minute warning sounds. People make their way to the auditorium. There have been so many nights like this in the past 110 years since a man named William Coutts invested £10,000 to build this palace of dreams.... So many fantasies have been played under this arch: melodramas and pantomimes, musicals and variety.... So many audiences, settling down in their tip-up seats, wanting to be transported away from work, from ordinariness and private troubles.... The dimming lights act like a mother’s hush. You could touch the silence. Boinnng! A spongy thump on a bass drum, and the horns pipe up that catchy, irrepressible, tasteless tune and already you’re singing under your breath, ‘Springtime for Hitler and Germany....’ The orchestra is out of sight in the pit. There’s just the velvet curtain to watch as your fingers tap along. What’s waiting behind? Then it starts it to move. Opening night.... It’s opening night! ( Matarasso, 2012 , pp. 1–2)

For another and different example—a narrative observation of an everyday but unique incident that details date, time, place, and experience—see Simons (2009 , p. 60).

Such naturalistic observations are also useful in contexts where we cannot understand what is going on through interviewing alone—in cultures with which we are less familiar or where key actors may not share our language or have difficulty expressing it. Careful description in these situations can help identify key issues, discover the norms and values that exist in the culture, and, if sufficiently detailed, allow others to cross corroborate what significance we draw from these observations. This last point is very important to avoid the danger in observation of ascribing motivations to people and meanings to transactions.

Finally, naturalistic observations are very important in highly politicized environments, often the case in commissioned evaluation case study, where individuals in interview may try to elude the “truth” or press on you that their view is the “right” view of the situation. In these contexts, naturalistic observations not only enable you to document interactions as you perceive them, but they also provide a cross-check on the veracity of information obtained in interviews.

Document analysis

Analysis of documents, as already intimated, is useful for establishing what historical antecedents might exist to provide a springboard for contemporaneous data gathering. In most cases, existing documents are also extremely pertinent for understanding the policy context.

In a national policy case study I conducted on a major curriculum change, the importance of preexisting documentation was brought home to me sharply when certain documentation initially proved elusive to obtain. It was difficult to believe that it did not exist, as the evolution of the innovation involved several parties who had not worked together before. There was bound, I thought, to be minuted meetings sharing progress and documentation of the “new” curriculum. In the absence of some crucial documents, I began to piece together the story through interviewing. Only there were gaps, and certain issues did not make sense.

It was only when I presented two versions of what I discerned had transpired in the development of this initiative in an interim report eighteen months into the study that things started to change. Subsequent to the meeting at which the report was presented, the “missing” documents started to appear. Suddenly found. What lay behind the “missing documents,” something I suspected from what certain individuals did and did not say in interview, was a major difference of view about how the innovation evolved, who was key in the process, and whose voice was more important in the context. Political differences, in other words, that some stakeholders were trying to keep from me. The emergence of the documents enabled me to finally produce an accurate and fair account.

This is an example of the importance of having access to all relevant documents relating to a program or policy in order to study it fairly. The other major way in which document analysis is useful in case study is for understanding the values, explicit and hidden, in policy and program documents and in the organization where the program or policy is implemented. Not to be ignored as documents are photographs, and these, too, can form the basis of a cultural and value analysis of an organization ( Prosser, 2000 ).

Creative artistic approaches

Increasingly, some case study researchers are employing creative approaches associated with the arts as a means of data gathering and analysis. Artistic approaches have often been used in representing findings, but less frequently in data gathering and interpretation ( Simons & McCormack, 2007 ). A major exception is the work of Richardson (1994) , who sees the very process of writing as an interpretative act, and of Cancienne and Snowber (2003) , who argue for movement as method.

The most familiar of these creative and artistic forms are written—narratives and short stories ( Clandinin & Connelly, 2000 ; Richardson, 1994 ; Sparkes, 2002 ), poems or poetic form ( Butler-Kisber, 2010 ; Duke, 2007 ; Richardson, 1997 ; Sparkes & Douglas, 2007 ), cameos of people, or vignettes of situations. These can be written by participants or by the researcher or developed in partnership. They can also be shared with participants to further interpret the data. But photographs also have a long history in qualitative research for presenting and constructing understanding ( Butler-Kisber, 2010 ; Collier, 1967 ; Prosser, 2000 ; Rugang, 2006 ; Walker, 1993 ).

Less common are other visual forms of gathering data, such as “draw and write” ( Sewell, 2011 ), artefacts, drawings, sketches, paintings, and collages, although all forms are now on the increase. For examples of the use of collage in data gathering, see Duke (2007) and Butler-Kisber (2010) , and for charcoal drawing, Elliott (2008) .

In qualitative inquiry broadly, these creative approaches are now quite common. And in the context of arts and health in particular (see, for example, Frank, 1997 ; Liamputtong & Rumbold, 2008 ; Spouse, 2000 ), we can see how artistic approaches illuminate in-depth understanding. However, in case study research to date, I think narrative forms have tended to be most prominent.

Finally, for capturing the quality and essence of peoples’ experience, nothing could be more revealing than a recording of their voices. Video diaries—self-evaluative portrayals by individuals of their perspectives, feelings, or experience of an event or situation—are a most potent way both of gaining understanding and communicating that to others. It is rather more difficult to gain access for observational videos, but they are useful for documentation and have the potential to engage participants and stakeholders in the interpretation.

Getting It All Together

Case study is so often associated with story or with a report of some event or program that it is easy to forget that much analysis and interpretation has gone on before we reach this point. In many case study reports, this process is hidden, leaving the reader with little evidence on which to assess the validity of the findings and having to trust the one who wrote the tale.

This section briefly outlines possibilities, first, for analyzing and interpreting data, and second, for how to communicate the findings to others. However it is useful to think of these together and indeed, at the start, because decisions about how you report may influence how you choose to make sense of the data. Your choice may also vary according to the context of the study—what is expected or acceptable—and your personal predilections, whether you prefer a more rational than intuitive mode of analysis, for example, or a formal or informal style of writing up that includes images, metaphor, narratives, or poetic forms.

Analyzing and Interpreting Data

When it comes to making sense of data, I make a distinction between analysis—a formal inductive process that seeks to explain—and interpretation, a more intuitive process that gains understanding and insight from a holistic grasp of data, although these may interact and overlap at different stages.

The process, whichever emphasis you choose, is one of reducing or transforming a large amount of data to themes that can encapsulate the overarching meaning in the data. This involves sorting, refining, and refocusing data until they make sense. It starts at the beginning with preliminary hunches, sometimes called “interpretative asides” or “working hypotheses,” later moving to themes, analytic propositions, or a theory of the case.

There are many ways to conduct this process. Two strategies often employed are concept mapping —a means of representing data visually to explore links between related concepts—and progressive focusing ( Parlett & Hamilton, 1976 ), the gradual reframing of initially identified issues into themes that are then further interpreted to generate findings. Each of these strategies tends to have three stages: initial sense making, identification of themes, and examination of patterns and relationships between them.

If taking a formal analytic approach to the task, the data would likely be broken down into segments or datasets (coded and categorized) and then reordered and explored for themes, patterns, and possible propositions. If adopting a more intuitive process, you might focus on identifying insights through metaphors and images, lateral thinking, or puzzling over paradoxes and ambiguities in the data, after first immersing yourself in the total dataset, reading and re-reading interview scripts, observations and field notes to get a sense of the whole. Trying out different forms of making sense through poetry, vignettes, cameos, narratives, collages, and drawing are further creative ways to interpret data, as are photographs taken in the case arranged to explain or tell the story of the case.

Reporting Case Study Research

Narrative structure and story.

As indicated in the introduction, telling a story is often associated with case study and some think this is what a case study is. In one sense, it is and, given that story is the natural way in which we learn ( Okri, 1997 ), it is a useful framework both for gathering data and for communicating case study findings. Not any story will do however. To count as research, it must be authentic, grounded in data, interpreted and analyzed to convey the meaning of the case.

There are several senses in which story is appropriate in qualitative case study: in capturing stories participants tell, in generating a narrative structure that makes sense of the case (i.e., the story you will tell), and in deciding how you communicate this narrative (i.e., in story form). If you choose a written story form (and advice here can be sought from Harrington (2003) and Caulley (2008) ), it needs to be clearly structured, well written, and contain only the detail that is necessary to give readers the vicarious experience of what it was like in the case. If the story is to be communicated in other ways, through, for example, audio or videotape, or computer or personal interaction, the same applies, substituting visual and interpersonal skill for written.

Matching forms of reporting to audience

The art of reporting is strongly connected to usability, so forms of reporting need to connect to the audiences we hope to inform: how they learn, what kind of evidence they value, and what kind of reporting maximizes the chances they will use the findings to promote policies and programs in the interests of beneficiaries. As Okri (1997) further reminds us, the writer only does half the work; the reader does the other (p. 41).

There may be other considerations as well: how open are commissioners to receiving stories of difficulties, as well as success stories? What might they need to hear beyond what is sought in the technical brief? And through what style of reporting would you try and persuade them? If conducting noncommissioned case study research, the scope for different forms of reporting is wider. In academia, for instance, many institutions these days accept creative and artistic forms of reporting when supported by supervisors and appreciated by examiners.

Styles of Reporting

The most obvious form of reporting is linear, often starting with a short executive summary and a brief description of focus and context, followed by methodology, the case study or thematic analysis, findings, and conclusions or implications. Conclusion-led reporting is similar in terms of its formality, but simply starts the other way around. From the conclusions drawn from the analyzed data, it works backward to tell the story through narrative, verbatim, and observational data of how these conclusions were reached. Both have a strong story line. The intent is analytic and explanatory.

Quite a different approach is to engage the reader in the experience and veracity of the case. Rather like constructing a portrait or editing a documentary film, this involves the sifting, constructing, re-ordering of frames, events and episodes to tell a coherent story primarily through interview excerpts, observations, vignettes, and critical incidents that depict what transpired in the case. Interpretation is indirect through the weaving of the data. The story can start at any point provided the underlying narrative structure is maintained to establish coherence ( House, 1980 , p. 116).

Different again, and from the other end of a continuum, is a highly interpretative account that may use similar ways of presenting data but weaves a story from the outset that is highly interpretative. Engaging metaphor, images, short stories, contradictions, paradoxes, and puzzles, it is invariably interesting to read and can be most persuasive. However, the evidence is less visible and therefore less open to alternative interpretations.

Even more persuasive is a case study that uses artistic forms to communicate the story of the case. Paintings, poetic form, drawings, photography, collage, and movement can all be adopted to report findings, whether the data was acquired using these forms or by other means. The arts-based inquiry movement ( Mullen & Finley, 2003 ) has contributed hugely to the validation and legitimation of artistic and creative ways of representing qualitative research findings. The journal Qualitative Inquiry contains many good examples, but see also Liamputtong & Rumbold (2008) . Such artistic forms of representation may not be for everyone or appropriate in some contexts, but they do have the power to engage an audience and the potential to facilitate use.

Generalization in Case Study Research

One of the potential limitations of case study often proposed is that it is impossible to generalize. This is not so. However, the way in which one generalizes from a case is different from that adopted in traditional forms of social science research that utilize large samples (randomly selected) and statistical procedures and which assume regularities in the social world that allow cause and effect to be determined. In this form of research inferences from data are stated as formal propositions that apply to all in the target population. See Donmoyer (1990) for an argument on the restricted nature of this form of generalization when considering single-case studies.

Making inferences from cases with a qualitative data set arises more from a process of interpretation in context, appealing to tacit and situated understanding for acceptance of their validity. Such inferences are possible where the context and experience of the case is richly described so the reader can recognize and connect with the events and experiences portrayed. There are two ways to examine how to reach these generalized understandings. One is to generalize from the case to other cases of a similar or dissimilar nature. The other is to see what we learn in-depth from the uniqueness of the single case itself.

Generalizing from the Single Case

A common approach to generalization and one most akin to a propositional form is cross-case generalization. In a collective or multi-site case study, each case is explored to see if issues that arise in one case also exist in other cases and what interconnecting themes there are between them. This kind of generalization has a degree of abstraction and potential for theorizing and is often welcomed by commissioners of research concerned that findings from the single case do not provide an adequate or “safe” basis for policy determination.

However, there are four additional ways to generalize from the single case, all of which draw more on tacit knowledge and recognition of context, although in different ways. In naturalistic generalization , first proposed by Stake (1978) , generalization is reached on the basis of recognition of similarities and differences to cases with which we are familiar. To enable such recognition, the case needs to feature rich description; people’s voices; and enough detail of time, place, and context to provide a vicarious experience to help readers discern what is similar and dissimilar to their own context ( Stake, 1978 ).

Situated generalization ( Simons, Kushner, Jones, & James, 2003 ) is close to the concept of naturalistic generalization in relying for its generality on retaining a connectedness with the context in which it first evolved. However, it has an extra dimension in a practice context. This notion of generalization was identified in an evaluation of a research project that engaged teachers in and with research. Here, in addition to the usual validity criteria to establish the warrant for the findings, the generalization was seen as dependable if trust existed between those who conducted the research (teachers, in this example) and those thinking about using it (other teachers). In other words, beyond the technical validity of the research, teachers considered using the findings in their own practice because they had confidence in those who generated them. This is a useful way to think about generalization if we wish research findings to improve professional practice.

The next two concepts of generalization— concept and process generalization —relate more to what you discover in making sense of the case. As you interpret and analyze, you begin to generate a theory of the case that makes sense of the whole. Concepts may be identified that make sense in the one case but have equal significance in other cases of a similar kind, even if the contexts are different.

It is the concept that generalizes, not the specific content or context. This may be similar to the process Donmoyer (2008) identifies of “intellectual generalization” (quoted by Butler-Kisber, 2010 , p. 15) to indicate the cognitive understanding one can gain from qualitative accounts even if settings are quite different.

The same is true for generalization of a process. It is possible to identify a significant process in one case (or several cases) that is transferable to other contexts, irrespective of the precise content and contexts of those other cases. An example here is the collaborative model for sustainable school self-evaluation I identified in researching school self-evaluation in a number of schools and countries ( Simons, 2002 ). Schools that successfully sustained school self-evaluation had an infrastructure that was collaborative at all stages of the evaluation process from design to conduct of the study, to analyzing the results and to reporting the findings. This ensured that the whole school was involved and that results were discussed and built into the ongoing development of school policies and practice. In other cases, different processes may be discovered that have applicability in a range of contexts. As with concept generalization, it is the process that generalizes not the substantive content or specific context.

Particularization

The forms of generalization discussed above are useful when we have to justify case study in a research or policy context. But the overarching justification for how we learn from case study is particularization —a rich portrayal of insights and understandings interpreted in the particular context. Several authors have made this point ( Stake, 1995 ; Flyvberg, 2006 ; Simons 2009 ). Stake puts it most sharply when he observes that “The real business of case study is particularization, not generalization” (p. 8), referring here to the main reason for studying the singular, which is to understand the uniqueness of the case itself.

My perspective (explored further in Simons, 1996 ; Simons, 2009 , p. 239; Simons & McCormack, 2007 ) is similar in that I believe the “real” strength of case study lies in the insights we gain from in-depth study of the particular. But I also argue for the universality of such insights—if we get it “right.” By which I mean that if we are able to capture and report the uniqueness, the essence, of the case in all its particularity and present this in a way we can all recognize, we will discover something of universal significance. This is something of a paradox. The more you learn in depth about the particularity of one person, situation, or context, the more likely you are to discover something universal. This process of reaching understanding has support both from the way in which many discoveries are made in science and in how we learn from artists, poets, and novelists, who reach us by communicating a recognizable truth about individuals, human relationships, and/or social contexts.

This concept of particularization is far from new, as the quotation from a preface to a book written in 1908 attests. Stephen Reynolds, the author of A Poor Man’s House , notes that the substance of the book was first recorded in a journal, kept for purposes of fiction, and in letters to one of his friends, but fiction proved an inappropriate medium. He felt that the life and the people were so much better than anything he could invent. The book therefore consists of the journal and letters drawn together to present a picture of a typical poor man’s house and life, much as we might draw together a range of data to present a case study. It is not the substance of the book that concerns us here but the methodological relevance to case study research. Reynolds notes that the conclusions expressed are tentative and possibly go beyond this man’s life, so he thought some explanation of the way he arrived at them was needed:

Educated people usually deal with the poor man’s life deductively; they reason from the general to the particular; and, starting with a theory, religious, philanthropic, political, or what not, they seek, and too easily find, among the millions of poor, specimens—very frequently abnormal—to illustrate their theories. With anything but human beings, that is an excellent method. Human beings, unfortunately, have individualities. They do what, theoretically, they ought not to do, and leave undone those things they ought to do. They are even said to possess souls—untrustworthy things beyond the reach of sociologists. The inductive method—reasoning from the particular to the general... should at least help to counterbalance the psychological superficiality of the deductive method. ( Reynolds, 1908 : preface) 1

Slightly overstated perhaps, but the point is well made. In our search for general laws, we not only lose sight of the uniqueness and humanity of individuals, but reduce them in the process, failing to present their experience in any “real” sense. What is astonishing about the quotation is that it was written over a century ago and yet many still argue today that you cannot generalize from the particular.

Going even further back, in 1798, Blake proclaimed that “To Generalize is to be an Idiot. To Particularize is the Alone Distinction of Merit.” In research, we may not wish to make such a strong distinction: these processes both have their uses in different kinds of research. But there is a major point here for the study of the particular that Wilson (2008) notes in commenting on Blake’s perception when he says: “Favouring the abstract over the concrete, one ‘sees all things only thro’ the narrow chinks of his cavern”’ (referring here to Blake’s The Marriage of Heaven and Hell [1793]; in Wilson, 2008 , p. 62). The danger Wilson is pointing to here is that abstraction relies heavily on what we know from our past understanding of things, and this may prevent us experiencing a concrete event directly or “apprehend[ing] a particular moment” ( Wilson, 2008 , p. 63).

Blake had a different mission, of course, than case researchers, and he was not himself free from abstractions, as Wilson points out, although he fought hard “to break through mental barriers to something unique and living” ( Wilson, 2008 , p. 65). It is this search for the “unique and living” and experiencing the “isness” of the particular that we should take from the Blake example to remind ourselves of the possibility of discovering something “new,” beyond our current understanding of the way things are.

Focusing on particularization does not diminish the usefulness of case study research for policy makers or practitioners. Grounded in recognizable experience, the potential is there to reach a range of audiences and to facilitate use of the findings. It may be more difficult for those who seek formal generalizations that seem to offer a safe basis for policy making to accept case study reports. However, particular stories often hold the key to why policies have or have not worked well in the past. It is not necessary to present long cases—a criticism frequently levelled—to demonstrate the story of the case. Such case stories can be most insightful for policy makers who, like many of us in everyday life, often draw inferences from a single instance or case, whatever the formal evidence presented. “I am reminded of the story of....”

The case for studying the particular to inform practice in professional contexts needs less persuasion because practitioners can recognize the content and context quite readily and make the inference to their own particular context ( Simons et al., 2003 ). In both sets of circumstances—policy and practice—it is more a question of whether the readers of our case research accept the validity of findings determined in this way, how they choose to learn, and our skill in telling the case study story.

Conclusion and Future Directions

In this chapter, I have presented an argument for case study research, making the case, in particular, for using qualitative methods to highlight what it is that qualitative case study research can bring to the study of social and educational programs. I outlined the various ways in which case study is commonly used before focusing directly on case study as a major mode of research inquiry, noting characteristics it shares with other qualitative methodologies, as well as itsdifference and the difficulties it is sometimes perceived to have. The chapter emphasizes the importance of thinking through what the case is, to be sure that the issues explored and the data generated do illuminate this case and not any other.

But there is still more to be done. In particular, I think we need to be more adventurous in how we craft and report the case. I suspect we may have been too cautious in the past in how we justified case study research, borrowing concepts from other disciplines and forms of educational research. More than 40 years on, it is time to take a greater risk—in demonstrating the intrinsic nature of case study and what it can offer to our understanding of human and social situations.

I have already drawn attention to the need to design the case, although this could be developed further to accentuate the uniqueness of the particular case. One way to do this is to feature individuals more in the design itself, not only to explore programs and policies through perspectives of key actors or groups and transactions between them, which to some extent happens already, but also to get them to characterize what makes the context unique. This is the reversal of many a design framework that starts with the logic of a program and takes forward the argument for personal evaluation ( Kushner, 2000 ), noted in the interlude on evaluation. Apart from this attention to design, there are three other issues I think we need to explore further: the warrant for creative methods in case study, more imaginative reporting; and how we learn from a study of the singular.

Warrant for More Creative Methods in Case Study Research

The promise that creative methods have for eliciting in-depth understanding and capturing the unusual, the idiosyncratic, the uniqueness of the case, was mentioned in the methods section. Yet, in case study research, particularly in program and policy contexts, we have few good examples of the use of artistic approaches for eliciting and interpreting data, although more, as acknowledged later, for presenting it. This may be because case study research is often conducted in academic or policy environments, where propositional ways of knowing are more valued.

Using creative and artistic forms in generating and interpreting case study data offers a form of evidence that acknowledges experiential understanding in illuminating the uniqueness of the case. The question is how to establish the warrant for this way of knowing and persuade others of its virtue. The answer is simple. By demonstrating the use of these methods in action, by arguing for a different form of validity that matches the intrinsic nature of the method, and, above all, by good examples.

Representing Findings to Engage Audiences in Learning

In evaluative and research policy contexts, where case study is often the main mode of inquiry or part of a broader study, case study reports often take a formal structure or sometimes, where the context is receptive, a portrayal or interpretative form. But, too often, the qualitative is an add-on to a story told by other means or reduced to issues in which the people who gave rise to the data are no longer seen. However, there are many ways to put them center stage.

Tell good stories and tell them well. Or, let key actors tell their own stories. Explore the different ways technology can help. Make video clips that demonstrate events in context, illustrate interactions between people, give voice to participants—show the reality of the program, in other words. Use graphics to summarize key issues and interactive, cartoon technology, as seen on some TED presentations, to summarize and visually show the complexity of the case. Video diaries were mentioned in the methods section: seeing individuals tell their tales directly is a powerful way of communicating, unhindered by “our” sense making. Tell photo stories. Let the photos convey the narrative, but make sure the structure of the narrative is evident to ensure coherence. These are just the beginnings. Those skilled in information technology could no doubt stretch our imagination further.

One problem and a further question concerns our audiences. Will they accept these modes of communication? Maybe not, in some contexts. However, there are three points I wish to leave you with. First, do not presume that they won’t. If people are fully present in the story and the complexity is not diminished, those reading, watching, or hearing about the case will get the message. If you are worried about how commissioners might respond, remember that they are no different from any other stakeholder or participant when it comes to how they learn from human experience. Witness the reference to Okri (1997) earlier about how we learn.

Second, when you detect that the context requires a more formal presentation of findings, respond according to expectation but also include elements of other forms of presentation. Nudge a little in the direction of creativity. Third, simply take a chance, that risk I spoke about earlier. Challenge the status quo. Find situations and contexts where you can fully represent the qualitative nature of the experience in the cases you study with creative forms of interpretation and representation. And let the audience decide.

Learning from a Study of the Singular

Finally, to return to the issue of “generalization” in case study that worries some audiences. I pointed out in the generalization section several ways in which it is possible to generalize from case study research, not in a formal propositional sense or from a case to a population, but by retaining a connection with the context in which the generalization first arose—that is, to realize in-depth understanding in context in different circumstances and situations. However, I also emphasized that, in many instances, it is particularization from which we learn. That is the point of the singular case study, and it is an art to perceive and craft the case in ways that we can.

Acknowledgments

Parts of this chapter build on ideas first explored in Simons, 2009 .

I am grateful to Bob Williams for pointing out the relevance of this quotation from Reynolds to remind us that “there is nothing new under the sun” and that we sometimes continue to engage endlessly in debates that have been well rehearsed before.

Adams, T. ( 2012 ) ‘ Olympics 2012: Team GB falters but London shines bright on opening day ’, Observer, 29.07.12.

Google Scholar

Google Preview

Bassey, M. ( 1999 ). Case study research in educational settings . Buckingham: Open University Press.

Bellah, R. N. , Madsen, R. , Sullivan, W. M. , Swidler, A. , & Tipton, S. M. ( 1985 ). Habits of the heart . London: Harper and Row.

Blake, W. (1798– 1809 ). Annotations to Sir Joshua Reynolds’s Discourses , pp. xvii–xcviii (c. 1798–1809) repr. In Complete Writings , ed.   Geoffrey Keynes   (1957). ‘Discourse II,’ annotations to Sir Joshua Reynolds, Discourses (c. 1808) .

Butler-Kisber, L. ( 2010 ). Qualitative inquiry: Thematic, narrative and arts-informed perspectives . London: Sage.

Cancienne, M. B. , & Snowber, C. N. ( 2003 ). Writing rhythm: Movement as method.   Qualitative Inquiry , 9 (2), 237–253.

Caulley, D. N. ( 2008 ). Making qualitative research reports less boring: The techniques of writing creative nonfiction.   Qualitative Inquiry , 14 (3) pp. 424–449.

Chadderton, C. , & Torrance, H. ( 2011 ). Case study. In B. Somekh & C. Lewin (Eds.), Theory and methods in social research . (2nd ed. pp 53–60). London and Thousand Oaks, CA: Sage.

Clandinin, D. J. & Connelly, F. M. ( 2000 ) Narrative inquiry: Experience and story in qualitative research. Ist edn. SanFrancisco: Jossey Bass Publishers.

Collier, J., Jr. ( 1967 ). Visual anthropology: Photography as a research method . New York: Holt, Reinhart, & Winston.

Denzin, N. K. & Lincoln, Y. S. (Eds.) ( 1994 ) Handbook of Qualitative Research , London and Thousand Oaks, CA:Sage

Donmoyer, R. ( 1990 ). Generalization and the single case study. In E. W. Eisner & A. Peshkin (Eds.), Qualitative inquiry in education (pp. 175–200). New York: Teachers College Press.

Donmoyer, R. ( 2008 ). Generalizability. In L. M. Givens (Ed.), The Sage encyclopedia of qualitative inquiry (vol. 2, pp. 371–372). Thousand Oaks, CA: Sage.

Duke, S. (2007). A narrative case study evaluation of the role of the Nurse Consultant in palliative care. PhD thesis, University of Southampton, England.

Elliott, J. (2008). Dance mirrors: Embodying, actualizing and operationalizing a dance experience in a healthcare context. PhD thesis, University of Ulster, Belfast.

Frank. A. ( 1997 ). Enacting illness stories: When, what, why. In H. L. Nelson (Ed.), Stories and their limits (pp. 31–49). London: Routledge.

Flyvberg, B. ( 2006 ). Five misunderstandings about case-study research.   Qualitative Inquiry , 12 (2), 219–245.

Gomm, R. , Hammersley, M. , & Foster, P. (Eds.). ( 2004 ). Case study method: Key issues, key texts . [First published in 2000]. London and Thousand Oaks, CA: Sage.

Greene, J. C. ( 2000 ). Understanding social programs through evaluation. In N. K. Denzin and Y. S. Lincoln (Eds.), The handbook of qualitative research (2nd ed., pp. 981–999). Thousand Oaks, CA: Sage.

Greene, J. C. ( 2007 ). Mixing methods in social inquiry . San Francisco: Jossey Bass.

Greenhalgh, T. , & Worrall, J. G. ( 1997 ). From EBM to CSM: The evolution of context-sensitive medicine.   Journal of Evaluation in Clinical Practice , 3 (2), 105–108.

Harrington, W. ( 2003 ). What journalism can offer ethnography.   Qualitative Inquiry . 9 (1), 90–114.

Heron, J. ( 1992 ). Feeling and personhood . Sage: London.

Heron, J. ( 1999 ). The complete facilitator’s handbook . London: Kogan Page.

House, E. R. ( 1980 ). Evaluating with validity . London, Beverly Hills, CA: Sage.

House, E. R. ( 1993 ). Professional evaluation: Social impact and political consequences . Newbury Park and London: Sage

Kushner, S. ( 2000 ). Personalizing evaluation . London and Thousand Oaks, CA: Sage.

Liamputtong, P. , & Rumbold, J. (Eds.). ( 2008 ). Knowing differently: Arts-based and collaborative research methods . New York: Nova Science Publishers.

MacDonald, B. ( 1976 ). Evaluation and the control of education. In D. Tawney (Ed.), Curriculum evaluation today: Trends and implications . Schools Council Research Studies (pp. 125– 136). London: Macmillan.

Matarasso, F. ( 2012 ). West Bromwich Operatic Society: fine art of musical theatre . West Bromwich, UK: Multistory.

Merriam, S. B. ( 1988 ). Case study research in education: A qualitative Approach . San Francisco: Jossey Bass.

Mullen, C. A. , & Finley, S. (Eds.). ( 2003 ). Arts-based approaches to qualitative inquiry [Special Issue].   Qualitative Inquiry , 9 (2), 165–329.

Okri, B. ( 1997 ). A way of being free . London: Phoenix.

Parlett, M. , & Hamilton, D. ( 1976 ). Evaluation as illumination: A new approach to the study of innovatory programmes. In G. Glass (Ed.), Evaluation studies review annual, I (pp. 140–157). [First published in 1972 as Occasional Paper 9, Centre for Research in the Educational Sciences, University of Edinburgh.] Beverly Hills: CA: Sage.

Platt, J. ( 2007 ). Case study. In W. Outhwaite & S. P. Turner (Eds.), The Sage handbook of social science methodology (pp. 100–118). London: Sage.

Prosser, J. ( 2000 ). The moral maze of image ethics. In H. Simons & R. Usher (Eds.), Situated ethics in educational research (pp. 116–132). London and New York: Routledge/Falmer.

Ragin, C. C. ( 1992 ). Cases of “What is a case?” In C. C. Ragin & H. S. Becker (Eds.), What is a case?: Exploring the foundations of social inquiry (pp. 1–17). Cambridge: Cambridge University Press.

Reynolds, S. S. (1908). A Poor Man’s House . The Project Guttenberg eBook, July 25, 2008 [eBook#26126]. Accessed February 26, 2013, http.//www.gutenberg.org

Richardson, L. ( 1994 ). Writing as a form of inquiry. In N. K. Denzin & Y. S. Lincoln (Eds.), Handbook of Qualitative Research (pp. 516–529). London: Sage.

Richardson, L. ( 1997 ). Fields of play (Constructing an academic life) . New Brunswick, NJ: Rutgers University Press.

Rugang, L. (2006). Chinese culture in globalisation: A multi-modal case study on visual discourse. PhD thesis, University of Southampton, England.

Seale, C. ( 1999 ). The quality of qualitative research . London and Thousand Oaks, CA: Sage.

Sewell, K. ( 2011 ). Researching sensitive issues: A critical appraisal of “draw and write” as a data collection technique in eliciting children’s perceptions.   International Journal of Research Methods in Education 34(2), pp.175–191.

Shaw, I. , & Gould, N. ( 2001 ). Qualitative research in social work: Context and method . London: Sage.

Silverman, D. ( 2000 ). Doing qualitative research: A practical handbook . London and Thousand Oaks. CA: Sage.

Silverman, D. (Ed.). ( 2004 ). Qualitative research: Theory, methods and practice (2nd ed.). London and Thousand Oaks, CA: Sage.

Simons, H. ( 1971 ). Innovation and the case study of schools.   Cambridge Journal of Education , 3 , 118–123.

Simons, H. (Ed.). ( 1980 ). Towards a science of the singular: Essays about case study in educational research and evaluation . Occasional Papers No. 10. Norwich, UK: Centre for Applied Research, University of East Anglia.

Simons, H. ( 1987 ). Getting to know schools in a democracy: The politics and process of evaluation . Lewes, UK: Falmer Press.

Simons, H. ( 1996 ). The paradox of case study.   Cambridge Journal of Education , 26 (2), 225–240.

Simons, H. ( 2000 ). Damned if you do, damned if you don’t: ethical and political dilemmas in evaluation. In H. Simons & R. Usher (Eds.) Situated ethics in educational research (pp.39– 55) London and New York: Routledge/Falmer.

Simons, H. ( 2002 ). School self-evaluation in a democracy. In D. Nevo (Ed.), School-based evaluation: An international perspective . Advances in Program Evaluation. London: Sage.

Simons, H. ( 2006 ). Ethics and evaluation. In I. F. Shaw , J. C. Greene , & M. M. Mark (Eds.), The international handbook of evaluation (pp. 243–265). London and Thousand Oaks, CA Sage.

Simons, H. ( 2009 ). Case study research in practice . London: Sage.

Simons, H. (2010). Democratic evaluation: Theory and practice. Paper prepared for Virtual Evaluation Conference, University of the Witwatersrand, Johannesburg, South Africa, May, 2010.

Simons, H. , Kushner, S. , Jones, K. , & James, D. ( 2003 ). From evidence-based practice to practice-based evidence: The idea of situated generalization.   Research Papers in Education: Policy and Practice , 18 (4), 347–364.

Simons, H. , & McCormack, B. ( 2007 ). Integrating arts-based inquiry in evaluation methodology.   Qualitative Inquiry , 13 (2) 292–311.

Simons, H. , & Usher, R. (Eds.). ( 2000 ). Situated ethics in educational research . London and New York: Routledge/Falmer.

Smith, L. M. , & Pohland, P. A. ( 1974 ). Education, technology, and the rural highlands. In R. H. P. Kraft ., L. M. Smith ., P. A. Pohland ., C. J. Brauner , & C. Gjerde (Eds.), Four evaluation examples: Anthropological, economic, narrative and portrayal (pp. 5–54), AERA Monograph Series on Curriculum Evaluation 7. Chicago: Rand McNally.

Sparkes, A. ( 2002 ). Telling tales in sport and physical activity: A qualitative journey . Champaign, IL: Human Kinetics Press.

Sparkes, A. C. , & Douglas, K. ( 2007 ). Making the case for poetic representations: An example in action.   The Sport Psychologist , 21(2) , 170–190.

Spouse, J. ( 2000 ). Talking pictures: Investigating personal knowledge though illuminating artwork.   Nursing Times Research Journal , 5 (4), 253–261.

Stake, R. E. ( 1978 ) The case study method in social inquiry.   Educational Researcher , 7(2), 5–9.

Stake, R. E. ( 1995 ). The art of case study research . Thousand Oaks, CA and London: Sage.

Stake, R. E. ( 2010 ). Qualitative research: Studying how things work . New York & London: Guildford Press.

Stenhouse, L. ( 1978 ). Case study and case records: Towards a contemporary history of education.   British Educational Research Journal , 4 (2), 21–39.

Thomas, G. ( 2011 b)). A typology for the case study in social science following a review of definition, discourse and structure.   Qualitative Inquiry , 17 (6) , 511–521.

Thomas, G. ( 2011 a). How to do your case study: A guide for students and researchers . London: Sage.

Walker, R. ( 1993 ). Finding a silent voice for the researcher: Using photographs in evaluation and research. In M. Schratz (Ed.), Qualitative voices in educational research (pp. 72–92). Lewes, UK: Falmer Press.

Wilson, E. G. ( 2008 ). Against happiness . New York: Sarah Crichton Books.

Yin, R. K. ( 2004 ). Case study research: Design and methods . Thousand Oaks, CA and London: Sage.

Zucker, D. M. ( 2001 ). Using case study methodology in nursing research.   Qualitative Report , 6 (2) June.

  • About Oxford Academic
  • Publish journals with us
  • University press partners
  • What we publish
  • New features  
  • Open access
  • Institutional account management
  • Rights and permissions
  • Get help with access
  • Accessibility
  • Advertising
  • Media enquiries
  • Oxford University Press
  • Oxford Languages
  • University of Oxford

Oxford University Press is a department of the University of Oxford. It furthers the University's objective of excellence in research, scholarship, and education by publishing worldwide

  • Copyright © 2024 Oxford University Press
  • Cookie settings
  • Cookie policy
  • Privacy policy
  • Legal notice

This Feature Is Available To Subscribers Only

Sign In or Create an Account

This PDF is available to Subscribers Only

For full access to this pdf, sign in to an existing account, or purchase an annual subscription.

adsurgo llc

JMP: A Case Study Approach to Data Exploration

A case study approach to data exploration course.

This course is designed as the first step for those who want to use JMP to explore, manage, and analyze data. It is recommended as a prerequisite for many of our other courses.

The course begins with an introduction to the JMP interface with its key tools and features, followed by two case studies that present common data issues that students encounter. Each case study demonstrates the elements of a typical workflow for data exploration. This course will help you prepare to use JMP in more advanced courses covering statistical analysis and modeling, design of experiments and quality control, or the JMP Scripting Language.

Learn how to:

  • Import data into JMP.
  • Explore the data with graphs and tables.
  • Identify and correct data problems.
  • Create new columns with formulas.
  • Save and share graphical and numerical reports.

Duration: 2 half-day sessions

Schedule this course, learn more about scheduling jmp: a case study approach to data exploration at your location..

  • Privacy Policy

Research Method

Home » Case Study – Methods, Examples and Guide

Case Study – Methods, Examples and Guide

Table of Contents

Case Study Research

A case study is a research method that involves an in-depth examination and analysis of a particular phenomenon or case, such as an individual, organization, community, event, or situation.

It is a qualitative research approach that aims to provide a detailed and comprehensive understanding of the case being studied. Case studies typically involve multiple sources of data, including interviews, observations, documents, and artifacts, which are analyzed using various techniques, such as content analysis, thematic analysis, and grounded theory. The findings of a case study are often used to develop theories, inform policy or practice, or generate new research questions.

Types of Case Study

Types and Methods of Case Study are as follows:

Single-Case Study

A single-case study is an in-depth analysis of a single case. This type of case study is useful when the researcher wants to understand a specific phenomenon in detail.

For Example , A researcher might conduct a single-case study on a particular individual to understand their experiences with a particular health condition or a specific organization to explore their management practices. The researcher collects data from multiple sources, such as interviews, observations, and documents, and uses various techniques to analyze the data, such as content analysis or thematic analysis. The findings of a single-case study are often used to generate new research questions, develop theories, or inform policy or practice.

Multiple-Case Study

A multiple-case study involves the analysis of several cases that are similar in nature. This type of case study is useful when the researcher wants to identify similarities and differences between the cases.

For Example, a researcher might conduct a multiple-case study on several companies to explore the factors that contribute to their success or failure. The researcher collects data from each case, compares and contrasts the findings, and uses various techniques to analyze the data, such as comparative analysis or pattern-matching. The findings of a multiple-case study can be used to develop theories, inform policy or practice, or generate new research questions.

Exploratory Case Study

An exploratory case study is used to explore a new or understudied phenomenon. This type of case study is useful when the researcher wants to generate hypotheses or theories about the phenomenon.

For Example, a researcher might conduct an exploratory case study on a new technology to understand its potential impact on society. The researcher collects data from multiple sources, such as interviews, observations, and documents, and uses various techniques to analyze the data, such as grounded theory or content analysis. The findings of an exploratory case study can be used to generate new research questions, develop theories, or inform policy or practice.

Descriptive Case Study

A descriptive case study is used to describe a particular phenomenon in detail. This type of case study is useful when the researcher wants to provide a comprehensive account of the phenomenon.

For Example, a researcher might conduct a descriptive case study on a particular community to understand its social and economic characteristics. The researcher collects data from multiple sources, such as interviews, observations, and documents, and uses various techniques to analyze the data, such as content analysis or thematic analysis. The findings of a descriptive case study can be used to inform policy or practice or generate new research questions.

Instrumental Case Study

An instrumental case study is used to understand a particular phenomenon that is instrumental in achieving a particular goal. This type of case study is useful when the researcher wants to understand the role of the phenomenon in achieving the goal.

For Example, a researcher might conduct an instrumental case study on a particular policy to understand its impact on achieving a particular goal, such as reducing poverty. The researcher collects data from multiple sources, such as interviews, observations, and documents, and uses various techniques to analyze the data, such as content analysis or thematic analysis. The findings of an instrumental case study can be used to inform policy or practice or generate new research questions.

Case Study Data Collection Methods

Here are some common data collection methods for case studies:

Interviews involve asking questions to individuals who have knowledge or experience relevant to the case study. Interviews can be structured (where the same questions are asked to all participants) or unstructured (where the interviewer follows up on the responses with further questions). Interviews can be conducted in person, over the phone, or through video conferencing.

Observations

Observations involve watching and recording the behavior and activities of individuals or groups relevant to the case study. Observations can be participant (where the researcher actively participates in the activities) or non-participant (where the researcher observes from a distance). Observations can be recorded using notes, audio or video recordings, or photographs.

Documents can be used as a source of information for case studies. Documents can include reports, memos, emails, letters, and other written materials related to the case study. Documents can be collected from the case study participants or from public sources.

Surveys involve asking a set of questions to a sample of individuals relevant to the case study. Surveys can be administered in person, over the phone, through mail or email, or online. Surveys can be used to gather information on attitudes, opinions, or behaviors related to the case study.

Artifacts are physical objects relevant to the case study. Artifacts can include tools, equipment, products, or other objects that provide insights into the case study phenomenon.

How to conduct Case Study Research

Conducting a case study research involves several steps that need to be followed to ensure the quality and rigor of the study. Here are the steps to conduct case study research:

  • Define the research questions: The first step in conducting a case study research is to define the research questions. The research questions should be specific, measurable, and relevant to the case study phenomenon under investigation.
  • Select the case: The next step is to select the case or cases to be studied. The case should be relevant to the research questions and should provide rich and diverse data that can be used to answer the research questions.
  • Collect data: Data can be collected using various methods, such as interviews, observations, documents, surveys, and artifacts. The data collection method should be selected based on the research questions and the nature of the case study phenomenon.
  • Analyze the data: The data collected from the case study should be analyzed using various techniques, such as content analysis, thematic analysis, or grounded theory. The analysis should be guided by the research questions and should aim to provide insights and conclusions relevant to the research questions.
  • Draw conclusions: The conclusions drawn from the case study should be based on the data analysis and should be relevant to the research questions. The conclusions should be supported by evidence and should be clearly stated.
  • Validate the findings: The findings of the case study should be validated by reviewing the data and the analysis with participants or other experts in the field. This helps to ensure the validity and reliability of the findings.
  • Write the report: The final step is to write the report of the case study research. The report should provide a clear description of the case study phenomenon, the research questions, the data collection methods, the data analysis, the findings, and the conclusions. The report should be written in a clear and concise manner and should follow the guidelines for academic writing.

Examples of Case Study

Here are some examples of case study research:

  • The Hawthorne Studies : Conducted between 1924 and 1932, the Hawthorne Studies were a series of case studies conducted by Elton Mayo and his colleagues to examine the impact of work environment on employee productivity. The studies were conducted at the Hawthorne Works plant of the Western Electric Company in Chicago and included interviews, observations, and experiments.
  • The Stanford Prison Experiment: Conducted in 1971, the Stanford Prison Experiment was a case study conducted by Philip Zimbardo to examine the psychological effects of power and authority. The study involved simulating a prison environment and assigning participants to the role of guards or prisoners. The study was controversial due to the ethical issues it raised.
  • The Challenger Disaster: The Challenger Disaster was a case study conducted to examine the causes of the Space Shuttle Challenger explosion in 1986. The study included interviews, observations, and analysis of data to identify the technical, organizational, and cultural factors that contributed to the disaster.
  • The Enron Scandal: The Enron Scandal was a case study conducted to examine the causes of the Enron Corporation’s bankruptcy in 2001. The study included interviews, analysis of financial data, and review of documents to identify the accounting practices, corporate culture, and ethical issues that led to the company’s downfall.
  • The Fukushima Nuclear Disaster : The Fukushima Nuclear Disaster was a case study conducted to examine the causes of the nuclear accident that occurred at the Fukushima Daiichi Nuclear Power Plant in Japan in 2011. The study included interviews, analysis of data, and review of documents to identify the technical, organizational, and cultural factors that contributed to the disaster.

Application of Case Study

Case studies have a wide range of applications across various fields and industries. Here are some examples:

Business and Management

Case studies are widely used in business and management to examine real-life situations and develop problem-solving skills. Case studies can help students and professionals to develop a deep understanding of business concepts, theories, and best practices.

Case studies are used in healthcare to examine patient care, treatment options, and outcomes. Case studies can help healthcare professionals to develop critical thinking skills, diagnose complex medical conditions, and develop effective treatment plans.

Case studies are used in education to examine teaching and learning practices. Case studies can help educators to develop effective teaching strategies, evaluate student progress, and identify areas for improvement.

Social Sciences

Case studies are widely used in social sciences to examine human behavior, social phenomena, and cultural practices. Case studies can help researchers to develop theories, test hypotheses, and gain insights into complex social issues.

Law and Ethics

Case studies are used in law and ethics to examine legal and ethical dilemmas. Case studies can help lawyers, policymakers, and ethical professionals to develop critical thinking skills, analyze complex cases, and make informed decisions.

Purpose of Case Study

The purpose of a case study is to provide a detailed analysis of a specific phenomenon, issue, or problem in its real-life context. A case study is a qualitative research method that involves the in-depth exploration and analysis of a particular case, which can be an individual, group, organization, event, or community.

The primary purpose of a case study is to generate a comprehensive and nuanced understanding of the case, including its history, context, and dynamics. Case studies can help researchers to identify and examine the underlying factors, processes, and mechanisms that contribute to the case and its outcomes. This can help to develop a more accurate and detailed understanding of the case, which can inform future research, practice, or policy.

Case studies can also serve other purposes, including:

  • Illustrating a theory or concept: Case studies can be used to illustrate and explain theoretical concepts and frameworks, providing concrete examples of how they can be applied in real-life situations.
  • Developing hypotheses: Case studies can help to generate hypotheses about the causal relationships between different factors and outcomes, which can be tested through further research.
  • Providing insight into complex issues: Case studies can provide insights into complex and multifaceted issues, which may be difficult to understand through other research methods.
  • Informing practice or policy: Case studies can be used to inform practice or policy by identifying best practices, lessons learned, or areas for improvement.

Advantages of Case Study Research

There are several advantages of case study research, including:

  • In-depth exploration: Case study research allows for a detailed exploration and analysis of a specific phenomenon, issue, or problem in its real-life context. This can provide a comprehensive understanding of the case and its dynamics, which may not be possible through other research methods.
  • Rich data: Case study research can generate rich and detailed data, including qualitative data such as interviews, observations, and documents. This can provide a nuanced understanding of the case and its complexity.
  • Holistic perspective: Case study research allows for a holistic perspective of the case, taking into account the various factors, processes, and mechanisms that contribute to the case and its outcomes. This can help to develop a more accurate and comprehensive understanding of the case.
  • Theory development: Case study research can help to develop and refine theories and concepts by providing empirical evidence and concrete examples of how they can be applied in real-life situations.
  • Practical application: Case study research can inform practice or policy by identifying best practices, lessons learned, or areas for improvement.
  • Contextualization: Case study research takes into account the specific context in which the case is situated, which can help to understand how the case is influenced by the social, cultural, and historical factors of its environment.

Limitations of Case Study Research

There are several limitations of case study research, including:

  • Limited generalizability : Case studies are typically focused on a single case or a small number of cases, which limits the generalizability of the findings. The unique characteristics of the case may not be applicable to other contexts or populations, which may limit the external validity of the research.
  • Biased sampling: Case studies may rely on purposive or convenience sampling, which can introduce bias into the sample selection process. This may limit the representativeness of the sample and the generalizability of the findings.
  • Subjectivity: Case studies rely on the interpretation of the researcher, which can introduce subjectivity into the analysis. The researcher’s own biases, assumptions, and perspectives may influence the findings, which may limit the objectivity of the research.
  • Limited control: Case studies are typically conducted in naturalistic settings, which limits the control that the researcher has over the environment and the variables being studied. This may limit the ability to establish causal relationships between variables.
  • Time-consuming: Case studies can be time-consuming to conduct, as they typically involve a detailed exploration and analysis of a specific case. This may limit the feasibility of conducting multiple case studies or conducting case studies in a timely manner.
  • Resource-intensive: Case studies may require significant resources, including time, funding, and expertise. This may limit the ability of researchers to conduct case studies in resource-constrained settings.

About the author

' src=

Muhammad Hassan

Researcher, Academic Writer, Web developer

You may also like

Questionnaire

Questionnaire – Definition, Types, and Examples

Experimental Research Design

Experimental Design – Types, Methods, Guide

Ethnographic Research

Ethnographic Research -Types, Methods and Guide

Survey Research

Survey Research – Types, Methods, Examples

Mixed Research methods

Mixed Methods Research – Types & Analysis

Observational Research

Observational Research – Methods and Guide

a case study approach to data exploration

Designing and Conducting Case Studies

This guide examines case studies, a form of qualitative descriptive research that is used to look at individuals, a small group of participants, or a group as a whole. Researchers collect data about participants using participant and direct observations, interviews, protocols, tests, examinations of records, and collections of writing samples. Starting with a definition of the case study, the guide moves to a brief history of this research method. Using several well documented case studies, the guide then looks at applications and methods including data collection and analysis. A discussion of ways to handle validity, reliability, and generalizability follows, with special attention to case studies as they are applied to composition studies. Finally, this guide examines the strengths and weaknesses of case studies.

Definition and Overview

Case study refers to the collection and presentation of detailed information about a particular participant or small group, frequently including the accounts of subjects themselves. A form of qualitative descriptive research, the case study looks intensely at an individual or small participant pool, drawing conclusions only about that participant or group and only in that specific context. Researchers do not focus on the discovery of a universal, generalizable truth, nor do they typically look for cause-effect relationships; instead, emphasis is placed on exploration and description.

Case studies typically examine the interplay of all variables in order to provide as complete an understanding of an event or situation as possible. This type of comprehensive understanding is arrived at through a process known as thick description, which involves an in-depth description of the entity being evaluated, the circumstances under which it is used, the characteristics of the people involved in it, and the nature of the community in which it is located. Thick description also involves interpreting the meaning of demographic and descriptive data such as cultural norms and mores, community values, ingrained attitudes, and motives.

Unlike quantitative methods of research, like the survey, which focus on the questions of who, what, where, how much, and how many, and archival analysis, which often situates the participant in some form of historical context, case studies are the preferred strategy when how or why questions are asked. Likewise, they are the preferred method when the researcher has little control over the events, and when there is a contemporary focus within a real life context. In addition, unlike more specifically directed experiments, case studies require a problem that seeks a holistic understanding of the event or situation in question using inductive logic--reasoning from specific to more general terms.

In scholarly circles, case studies are frequently discussed within the context of qualitative research and naturalistic inquiry. Case studies are often referred to interchangeably with ethnography, field study, and participant observation. The underlying philosophical assumptions in the case are similar to these types of qualitative research because each takes place in a natural setting (such as a classroom, neighborhood, or private home), and strives for a more holistic interpretation of the event or situation under study.

Unlike more statistically-based studies which search for quantifiable data, the goal of a case study is to offer new variables and questions for further research. F.H. Giddings, a sociologist in the early part of the century, compares statistical methods to the case study on the basis that the former are concerned with the distribution of a particular trait, or a small number of traits, in a population, whereas the case study is concerned with the whole variety of traits to be found in a particular instance" (Hammersley 95).

Case studies are not a new form of research; naturalistic inquiry was the primary research tool until the development of the scientific method. The fields of sociology and anthropology are credited with the primary shaping of the concept as we know it today. However, case study research has drawn from a number of other areas as well: the clinical methods of doctors; the casework technique being developed by social workers; the methods of historians and anthropologists, plus the qualitative descriptions provided by quantitative researchers like LePlay; and, in the case of Robert Park, the techniques of newspaper reporters and novelists.

Park was an ex-newspaper reporter and editor who became very influential in developing sociological case studies at the University of Chicago in the 1920s. As a newspaper professional he coined the term "scientific" or "depth" reporting: the description of local events in a way that pointed to major social trends. Park viewed the sociologist as "merely a more accurate, responsible, and scientific reporter." Park stressed the variety and value of human experience. He believed that sociology sought to arrive at natural, but fluid, laws and generalizations in regard to human nature and society. These laws weren't static laws of the kind sought by many positivists and natural law theorists, but rather, they were laws of becoming--with a constant possibility of change. Park encouraged students to get out of the library, to quit looking at papers and books, and to view the constant experiment of human experience. He writes, "Go and sit in the lounges of the luxury hotels and on the doorsteps of the flophouses; sit on the Gold Coast settees and on the slum shakedowns; sit in the Orchestra Hall and in the Star and Garter Burlesque. In short, gentlemen [sic], go get the seats of your pants dirty in real research."

But over the years, case studies have drawn their share of criticism. In fact, the method had its detractors from the start. In the 1920s, the debate between pro-qualitative and pro-quantitative became quite heated. Case studies, when compared to statistics, were considered by many to be unscientific. From the 1930's on, the rise of positivism had a growing influence on quantitative methods in sociology. People wanted static, generalizable laws in science. The sociological positivists were looking for stable laws of social phenomena. They criticized case study research because it failed to provide evidence of inter subjective agreement. Also, they condemned it because of the few number of cases studied and that the under-standardized character of their descriptions made generalization impossible. By the 1950s, quantitative methods, in the form of survey research, had become the dominant sociological approach and case study had become a minority practice.

Educational Applications

The 1950's marked the dawning of a new era in case study research, namely that of the utilization of the case study as a teaching method. "Instituted at Harvard Business School in the 1950s as a primary method of teaching, cases have since been used in classrooms and lecture halls alike, either as part of a course of study or as the main focus of the course to which other teaching material is added" (Armisted 1984). The basic purpose of instituting the case method as a teaching strategy was "to transfer much of the responsibility for learning from the teacher on to the student, whose role, as a result, shifts away from passive absorption toward active construction" (Boehrer 1990). Through careful examination and discussion of various cases, "students learn to identify actual problems, to recognize key players and their agendas, and to become aware of those aspects of the situation that contribute to the problem" (Merseth 1991). In addition, students are encouraged to "generate their own analysis of the problems under consideration, to develop their own solutions, and to practically apply their own knowledge of theory to these problems" (Boyce 1993). Along the way, students also develop "the power to analyze and to master a tangled circumstance by identifying and delineating important factors; the ability to utilize ideas, to test them against facts, and to throw them into fresh combinations" (Merseth 1991).

In addition to the practical application and testing of scholarly knowledge, case discussions can also help students prepare for real-world problems, situations and crises by providing an approximation of various professional environments (i.e. classroom, board room, courtroom, or hospital). Thus, through the examination of specific cases, students are given the opportunity to work out their own professional issues through the trials, tribulations, experiences, and research findings of others. An obvious advantage to this mode of instruction is that it allows students the exposure to settings and contexts that they might not otherwise experience. For example, a student interested in studying the effects of poverty on minority secondary student's grade point averages and S.A.T. scores could access and analyze information from schools as geographically diverse as Los Angeles, New York City, Miami, and New Mexico without ever having to leave the classroom.

The case study method also incorporates the idea that students can learn from one another "by engaging with each other and with each other's ideas, by asserting something and then having it questioned, challenged and thrown back at them so that they can reflect on what they hear, and then refine what they say" (Boehrer 1990). In summary, students can direct their own learning by formulating questions and taking responsibility for the study.

Types and Design Concerns

Researchers use multiple methods and approaches to conduct case studies.

Types of Case Studies

Under the more generalized category of case study exist several subdivisions, each of which is custom selected for use depending upon the goals and/or objectives of the investigator. These types of case study include the following:

Illustrative Case Studies These are primarily descriptive studies. They typically utilize one or two instances of an event to show what a situation is like. Illustrative case studies serve primarily to make the unfamiliar familiar and to give readers a common language about the topic in question.

Exploratory (or pilot) Case Studies These are condensed case studies performed before implementing a large scale investigation. Their basic function is to help identify questions and select types of measurement prior to the main investigation. The primary pitfall of this type of study is that initial findings may seem convincing enough to be released prematurely as conclusions.

Cumulative Case Studies These serve to aggregate information from several sites collected at different times. The idea behind these studies is the collection of past studies will allow for greater generalization without additional cost or time being expended on new, possibly repetitive studies.

Critical Instance Case Studies These examine one or more sites for either the purpose of examining a situation of unique interest with little to no interest in generalizability, or to call into question or challenge a highly generalized or universal assertion. This method is useful for answering cause and effect questions.

Identifying a Theoretical Perspective

Much of the case study's design is inherently determined for researchers, depending on the field from which they are working. In composition studies, researchers are typically working from a qualitative, descriptive standpoint. In contrast, physicists will approach their research from a more quantitative perspective. Still, in designing the study, researchers need to make explicit the questions to be explored and the theoretical perspective from which they will approach the case. The three most commonly adopted theories are listed below:

Individual Theories These focus primarily on the individual development, cognitive behavior, personality, learning and disability, and interpersonal interactions of a particular subject.

Organizational Theories These focus on bureaucracies, institutions, organizational structure and functions, or excellence in organizational performance.

Social Theories These focus on urban development, group behavior, cultural institutions, or marketplace functions.

Two examples of case studies are used consistently throughout this chapter. The first, a study produced by Berkenkotter, Huckin, and Ackerman (1988), looks at a first year graduate student's initiation into an academic writing program. The study uses participant-observer and linguistic data collecting techniques to assess the student's knowledge of appropriate discourse conventions. Using the pseudonym Nate to refer to the subject, the study sought to illuminate the particular experience rather than to generalize about the experience of fledgling academic writers collectively.

For example, in Berkenkotter, Huckin, and Ackerman's (1988) study we are told that the researchers are interested in disciplinary communities. In the first paragraph, they ask what constitutes membership in a disciplinary community and how achieving membership might affect a writer's understanding and production of texts. In the third paragraph they state that researchers must negotiate their claims "within the context of his sub specialty's accepted knowledge and methodology." In the next paragraph they ask, "How is literacy acquired? What is the process through which novices gain community membership? And what factors either aid or hinder students learning the requisite linguistic behaviors?" This introductory section ends with a paragraph in which the study's authors claim that during the course of the study, the subject, Nate, successfully makes the transition from "skilled novice" to become an initiated member of the academic discourse community and that his texts exhibit linguistic changes which indicate this transition. In the next section the authors make explicit the sociolinguistic theoretical and methodological assumptions on which the study is based (1988). Thus the reader has a good understanding of the authors' theoretical background and purpose in conducting the study even before it is explicitly stated on the fourth page of the study. "Our purpose was to examine the effects of the educational context on one graduate student's production of texts as he wrote in different courses and for different faculty members over the academic year 1984-85." The goal of the study then, was to explore the idea that writers must be initiated into a writing community, and that this initiation will change the way one writes.

The second example is Janet Emig's (1971) study of the composing process of a group of twelfth graders. In this study, Emig seeks to answer the question of what happens to the self as a result educational stimuli in terms of academic writing. The case study used methods such as protocol analysis, tape-recorded interviews, and discourse analysis.

In the case of Janet Emig's (1971) study of the composing process of eight twelfth graders, four specific hypotheses were made:

  • Twelfth grade writers engage in two modes of composing: reflexive and extensive.
  • These differences can be ascertained and characterized through having the writers compose aloud their composition process.
  • A set of implied stylistic principles governs the writing process.
  • For twelfth grade writers, extensive writing occurs chiefly as a school-sponsored activity, or reflexive, as a self-sponsored activity.

In this study, the chief distinction is between the two dominant modes of composing among older, secondary school students. The distinctions are:

  • The reflexive mode, which focuses on the writer's thoughts and feelings.
  • The extensive mode, which focuses on conveying a message.

Emig also outlines the specific questions which guided the research in the opening pages of her Review of Literature , preceding the report.

Designing a Case Study

After considering the different sub categories of case study and identifying a theoretical perspective, researchers can begin to design their study. Research design is the string of logic that ultimately links the data to be collected and the conclusions to be drawn to the initial questions of the study. Typically, research designs deal with at least four problems:

  • What questions to study
  • What data are relevant
  • What data to collect
  • How to analyze that data

In other words, a research design is basically a blueprint for getting from the beginning to the end of a study. The beginning is an initial set of questions to be answered, and the end is some set of conclusions about those questions.

Because case studies are conducted on topics as diverse as Anglo-Saxon Literature (Thrane 1986) and AIDS prevention (Van Vugt 1994), it is virtually impossible to outline any strict or universal method or design for conducting the case study. However, Robert K. Yin (1993) does offer five basic components of a research design:

  • A study's questions.
  • A study's propositions (if any).
  • A study's units of analysis.
  • The logic that links the data to the propositions.
  • The criteria for interpreting the findings.

In addition to these five basic components, Yin also stresses the importance of clearly articulating one's theoretical perspective, determining the goals of the study, selecting one's subject(s), selecting the appropriate method(s) of collecting data, and providing some considerations to the composition of the final report.

Conducting Case Studies

To obtain as complete a picture of the participant as possible, case study researchers can employ a variety of approaches and methods. These approaches, methods, and related issues are discussed in depth in this section.

Method: Single or Multi-modal?

To obtain as complete a picture of the participant as possible, case study researchers can employ a variety of methods. Some common methods include interviews , protocol analyses, field studies, and participant-observations. Emig (1971) chose to use several methods of data collection. Her sources included conversations with the students, protocol analysis, discrete observations of actual composition, writing samples from each student, and school records (Lauer and Asher 1988).

Berkenkotter, Huckin, and Ackerman (1988) collected data by observing classrooms, conducting faculty and student interviews, collecting self reports from the subject, and by looking at the subject's written work.

A study that was criticized for using a single method model was done by Flower and Hayes (1984). In this study that explores the ways in which writers use different forms of knowing to create space, the authors used only protocol analysis to gather data. The study came under heavy fire because of their decision to use only one method.

Participant Selection

Case studies can use one participant, or a small group of participants. However, it is important that the participant pool remain relatively small. The participants can represent a diverse cross section of society, but this isn't necessary.

For example, the Berkenkotter, Huckin, and Ackerman (1988) study looked at just one participant, Nate. By contrast, in Janet Emig's (1971) study of the composition process of twelfth graders, eight participants were selected representing a diverse cross section of the community, with volunteers from an all-white upper-middle-class suburban school, an all-black inner-city school, a racially mixed lower-middle-class school, an economically and racially mixed school, and a university school.

Often, a brief "case history" is done on the participants of the study in order to provide researchers with a clearer understanding of their participants, as well as some insight as to how their own personal histories might affect the outcome of the study. For instance, in Emig's study, the investigator had access to the school records of five of the participants, and to standardized test scores for the remaining three. Also made available to the researcher was the information that three of the eight students were selected as NCTE Achievement Award winners. These personal histories can be useful in later stages of the study when data are being analyzed and conclusions drawn.

Data Collection

There are six types of data collected in case studies:

  • Archival records.
  • Interviews.
  • Direct observation.
  • Participant observation.

In the field of composition research, these six sources might be:

  • A writer's drafts.
  • School records of student writers.
  • Transcripts of interviews with a writer.
  • Transcripts of conversations between writers (and protocols).
  • Videotapes and notes from direct field observations.
  • Hard copies of a writer's work on computer.

Depending on whether researchers have chosen to use a single or multi-modal approach for the case study, they may choose to collect data from one or any combination of these sources.

Protocols, that is, transcriptions of participants talking aloud about what they are doing as they do it, have been particularly common in composition case studies. For example, in Emig's (1971) study, the students were asked, in four different sessions, to give oral autobiographies of their writing experiences and to compose aloud three themes in the presence of a tape recorder and the investigator.

In some studies, only one method of data collection is conducted. For example, the Flower and Hayes (1981) report on the cognitive process theory of writing depends on protocol analysis alone. However, using multiple sources of evidence to increase the reliability and validity of the data can be advantageous.

Case studies are likely to be much more convincing and accurate if they are based on several different sources of information, following a corroborating mode. This conclusion is echoed among many composition researchers. For example, in her study of predrafting processes of high and low-apprehensive writers, Cynthia Selfe (1985) argues that because "methods of indirect observation provide only an incomplete reflection of the complex set of processes involved in composing, a combination of several such methods should be used to gather data in any one study." Thus, in this study, Selfe collected her data from protocols, observations of students role playing their writing processes, audio taped interviews with the students, and videotaped observations of the students in the process of composing.

It can be said then, that cross checking data from multiple sources can help provide a multidimensional profile of composing activities in a particular setting. Sharan Merriam (1985) suggests "checking, verifying, testing, probing, and confirming collected data as you go, arguing that this process will follow in a funnel-like design resulting in less data gathering in later phases of the study along with a congruent increase in analysis checking, verifying, and confirming."

It is important to note that in case studies, as in any qualitative descriptive research, while researchers begin their studies with one or several questions driving the inquiry (which influence the key factors the researcher will be looking for during data collection), a researcher may find new key factors emerging during data collection. These might be unexpected patterns or linguistic features which become evident only during the course of the research. While not bearing directly on the researcher's guiding questions, these variables may become the basis for new questions asked at the end of the report, thus linking to the possibility of further research.

Data Analysis

As the information is collected, researchers strive to make sense of their data. Generally, researchers interpret their data in one of two ways: holistically or through coding. Holistic analysis does not attempt to break the evidence into parts, but rather to draw conclusions based on the text as a whole. Flower and Hayes (1981), for example, make inferences from entire sections of their students' protocols, rather than searching through the transcripts to look for isolatable characteristics.

However, composition researchers commonly interpret their data by coding, that is by systematically searching data to identify and/or categorize specific observable actions or characteristics. These observable actions then become the key variables in the study. Sharan Merriam (1988) suggests seven analytic frameworks for the organization and presentation of data:

  • The role of participants.
  • The network analysis of formal and informal exchanges among groups.
  • Historical.
  • Thematical.
  • Ritual and symbolism.
  • Critical incidents that challenge or reinforce fundamental beliefs, practices, and values.

There are two purposes of these frameworks: to look for patterns among the data and to look for patterns that give meaning to the case study.

As stated above, while most researchers begin their case studies expecting to look for particular observable characteristics, it is not unusual for key variables to emerge during data collection. Typical variables coded in case studies of writers include pauses writers make in the production of a text, the use of specific linguistic units (such as nouns or verbs), and writing processes (planning, drafting, revising, and editing). In the Berkenkotter, Huckin, and Ackerman (1988) study, for example, researchers coded the participant's texts for use of connectives, discourse demonstratives, average sentence length, off-register words, use of the first person pronoun, and the ratio of definite articles to indefinite articles.

Since coding is inherently subjective, more than one coder is usually employed. In the Berkenkotter, Huckin, and Ackerman (1988) study, for example, three rhetoricians were employed to code the participant's texts for off-register phrases. The researchers established the agreement among the coders before concluding that the participant used fewer off-register words as the graduate program progressed.

Composing the Case Study Report

In the many forms it can take, "a case study is generically a story; it presents the concrete narrative detail of actual, or at least realistic events, it has a plot, exposition, characters, and sometimes even dialogue" (Boehrer 1990). Generally, case study reports are extensively descriptive, with "the most problematic issue often referred to as being the determination of the right combination of description and analysis" (1990). Typically, authors address each step of the research process, and attempt to give the reader as much context as possible for the decisions made in the research design and for the conclusions drawn.

This contextualization usually includes a detailed explanation of the researchers' theoretical positions, of how those theories drove the inquiry or led to the guiding research questions, of the participants' backgrounds, of the processes of data collection, of the training and limitations of the coders, along with a strong attempt to make connections between the data and the conclusions evident.

Although the Berkenkotter, Huckin, and Ackerman (1988) study does not, case study reports often include the reactions of the participants to the study or to the researchers' conclusions. Because case studies tend to be exploratory, most end with implications for further study. Here researchers may identify significant variables that emerged during the research and suggest studies related to these, or the authors may suggest further general questions that their case study generated.

For example, Emig's (1971) study concludes with a section dedicated solely to the topic of implications for further research, in which she suggests several means by which this particular study could have been improved, as well as questions and ideas raised by this study which other researchers might like to address, such as: is there a correlation between a certain personality and a certain composing process profile (e.g. is there a positive correlation between ego strength and persistence in revising)?

Also included in Emig's study is a section dedicated to implications for teaching, which outlines the pedagogical ramifications of the study's findings for teachers currently involved in high school writing programs.

Sharan Merriam (1985) also offers several suggestions for alternative presentations of data:

  • Prepare specialized condensations for appropriate groups.
  • Replace narrative sections with a series of answers to open-ended questions.
  • Present "skimmer's" summaries at beginning of each section.
  • Incorporate headlines that encapsulate information from text.
  • Prepare analytic summaries with supporting data appendixes.
  • Present data in colorful and/or unique graphic representations.

Issues of Validity and Reliability

Once key variables have been identified, they can be analyzed. Reliability becomes a key concern at this stage, and many case study researchers go to great lengths to ensure that their interpretations of the data will be both reliable and valid. Because issues of validity and reliability are an important part of any study in the social sciences, it is important to identify some ways of dealing with results.

Multi-modal case study researchers often balance the results of their coding with data from interviews or writer's reflections upon their own work. Consequently, the researchers' conclusions become highly contextualized. For example, in a case study which looked at the time spent in different stages of the writing process, Berkenkotter concluded that her participant, Donald Murray, spent more time planning his essays than in other writing stages. The report of this case study is followed by Murray's reply, wherein he agrees with some of Berkenkotter's conclusions and disagrees with others.

As is the case with other research methodologies, issues of external validity, construct validity, and reliability need to be carefully considered.

Commentary on Case Studies

Researchers often debate the relative merits of particular methods, among them case study. In this section, we comment on two key issues. To read the commentaries, choose any of the items below:

Strengths and Weaknesses of Case Studies

Most case study advocates point out that case studies produce much more detailed information than what is available through a statistical analysis. Advocates will also hold that while statistical methods might be able to deal with situations where behavior is homogeneous and routine, case studies are needed to deal with creativity, innovation, and context. Detractors argue that case studies are difficult to generalize because of inherent subjectivity and because they are based on qualitative subjective data, generalizable only to a particular context.

Flexibility

The case study approach is a comparatively flexible method of scientific research. Because its project designs seem to emphasize exploration rather than prescription or prediction, researchers are comparatively freer to discover and address issues as they arise in their experiments. In addition, the looser format of case studies allows researchers to begin with broad questions and narrow their focus as their experiment progresses rather than attempt to predict every possible outcome before the experiment is conducted.

Emphasis on Context

By seeking to understand as much as possible about a single subject or small group of subjects, case studies specialize in "deep data," or "thick description"--information based on particular contexts that can give research results a more human face. This emphasis can help bridge the gap between abstract research and concrete practice by allowing researchers to compare their firsthand observations with the quantitative results obtained through other methods of research.

Inherent Subjectivity

"The case study has long been stereotyped as the weak sibling among social science methods," and is often criticized as being too subjective and even pseudo-scientific. Likewise, "investigators who do case studies are often regarded as having deviated from their academic disciplines, and their investigations as having insufficient precision (that is, quantification), objectivity and rigor" (Yin 1989). Opponents cite opportunities for subjectivity in the implementation, presentation, and evaluation of case study research. The approach relies on personal interpretation of data and inferences. Results may not be generalizable, are difficult to test for validity, and rarely offer a problem-solving prescription. Simply put, relying on one or a few subjects as a basis for cognitive extrapolations runs the risk of inferring too much from what might be circumstance.

High Investment

Case studies can involve learning more about the subjects being tested than most researchers would care to know--their educational background, emotional background, perceptions of themselves and their surroundings, their likes, dislikes, and so on. Because of its emphasis on "deep data," the case study is out of reach for many large-scale research projects which look at a subject pool in the tens of thousands. A budget request of $10,000 to examine 200 subjects sounds more efficient than a similar request to examine four subjects.

Ethical Considerations

Researchers conducting case studies should consider certain ethical issues. For example, many educational case studies are often financed by people who have, either directly or indirectly, power over both those being studied and those conducting the investigation (1985). This conflict of interests can hinder the credibility of the study.

The personal integrity, sensitivity, and possible prejudices and/or biases of the investigators need to be taken into consideration as well. Personal biases can creep into how the research is conducted, alternative research methods used, and the preparation of surveys and questionnaires.

A common complaint in case study research is that investigators change direction during the course of the study unaware that their original research design was inadequate for the revised investigation. Thus, the researchers leave unknown gaps and biases in the study. To avoid this, researchers should report preliminary findings so that the likelihood of bias will be reduced.

Concerns about Reliability, Validity, and Generalizability

Merriam (1985) offers several suggestions for how case study researchers might actively combat the popular attacks on the validity, reliability, and generalizability of case studies:

  • Prolong the Processes of Data Gathering on Site: This will help to insure the accuracy of the findings by providing the researcher with more concrete information upon which to formulate interpretations.
  • Employ the Process of "Triangulation": Use a variety of data sources as opposed to relying solely upon one avenue of observation. One example of such a data check would be what McClintock, Brannon, and Maynard (1985) refer to as a "case cluster method," that is, when a single unit within a larger case is randomly sampled, and that data treated quantitatively." For instance, in Emig's (1971) study, the case cluster method was employed, singling out the productivity of a single student named Lynn. This cluster profile included an advanced case history of the subject, specific examination and analysis of individual compositions and protocols, and extensive interview sessions. The seven remaining students were then compared with the case of Lynn, to ascertain if there are any shared, or unique dimensions to the composing process engaged in by these eight students.
  • Conduct Member Checks: Initiate and maintain an active corroboration on the interpretation of data between the researcher and those who provided the data. In other words, talk to your subjects.
  • Collect Referential Materials: Complement the file of materials from the actual site with additional document support. For example, Emig (1971) supports her initial propositions with historical accounts by writers such as T.S. Eliot, James Joyce, and D.H. Lawrence. Emig also cites examples of theoretical research done with regards to the creative process, as well as examples of empirical research dealing with the writing of adolescents. Specific attention is then given to the four stages description of the composing process delineated by Helmoltz, Wallas, and Cowley, as it serves as the focal point in this study.
  • Engage in Peer Consultation: Prior to composing the final draft of the report, researchers should consult with colleagues in order to establish validity through pooled judgment.

Although little can be done to combat challenges concerning the generalizability of case studies, "most writers suggest that qualitative research should be judged as credible and confirmable as opposed to valid and reliable" (Merriam 1985). Likewise, it has been argued that "rather than transplanting statistical, quantitative notions of generalizability and thus finding qualitative research inadequate, it makes more sense to develop an understanding of generalization that is congruent with the basic characteristics of qualitative inquiry" (1985). After all, criticizing the case study method for being ungeneralizable is comparable to criticizing a washing machine for not being able to tell the correct time. In other words, it is unjust to criticize a method for not being able to do something which it was never originally designed to do in the first place.

Annotated Bibliography

Armisted, C. (1984). How Useful are Case Studies. Training and Development Journal, 38 (2), 75-77.

This article looks at eight types of case studies, offers pros and cons of using case studies in the classroom, and gives suggestions for successfully writing and using case studies.

Bardovi-Harlig, K. (1997). Beyond Methods: Components of Second Language Teacher Education . New York: McGraw-Hill.

A compilation of various research essays which address issues of language teacher education. Essays included are: "Non-native reading research and theory" by Lee, "The case for Psycholinguistics" by VanPatten, and "Assessment and Second Language Teaching" by Gradman and Reed.

Bartlett, L. (1989). A Question of Good Judgment; Interpretation Theory and Qualitative Enquiry Address. 70th Annual Meeting of the American Educational Research Association. San Francisco.

Bartlett selected "quasi-historical" methodology, which focuses on the "truth" found in case records, as one that will provide "good judgments" in educational inquiry. He argues that although the method is not comprehensive, it can try to connect theory with practice.

Baydere, S. et. al. (1993). Multimedia conferencing as a tool for collaborative writing: a case study in Computer Supported Collaborative Writing. New York: Springer-Verlag.

The case study by Baydere et. al. is just one of the many essays in this book found in the series "Computer Supported Cooperative Work." Denley, Witefield and May explore similar issues in their essay, "A case study in task analysis for the design of a collaborative document production system."

Berkenkotter, C., Huckin, T., N., & Ackerman J. (1988). Conventions, Conversations, and the Writer: Case Study of a Student in a Rhetoric Ph.D. Program. Research in the Teaching of English, 22, 9-44.

The authors focused on how the writing of their subject, Nate or Ackerman, changed as he became more acquainted or familiar with his field's discourse community.

Berninger, V., W., and Gans, B., M. (1986). Language Profiles in Nonspeaking Individuals of Normal Intelligence with Severe Cerebral Palsy. Augmentative and Alternative Communication, 2, 45-50.

Argues that generalizations about language abilities in patients with severe cerebral palsy (CP) should be avoided. Standardized tests of different levels of processing oral language, of processing written language, and of producing written language were administered to 3 male participants (aged 9, 16, and 40 yrs).

Bockman, J., R., and Couture, B. (1984). The Case Method in Technical Communication: Theory and Models. Texas: Association of Teachers of Technical Writing.

Examines the study and teaching of technical writing, communication of technical information, and the case method in terms of those applications.

Boehrer, J. (1990). Teaching With Cases: Learning to Question. New Directions for Teaching and Learning, 42 41-57.

This article discusses the origins of the case method, looks at the question of what is a case, gives ideas about learning in case teaching, the purposes it can serve in the classroom, the ground rules for the case discussion, including the role of the question, and new directions for case teaching.

Bowman, W. R. (1993). Evaluating JTPA Programs for Economically Disadvantaged Adults: A Case Study of Utah and General Findings . Washington: National Commission for Employment Policy.

"To encourage state-level evaluations of JTPA, the Commission and the State of Utah co-sponsored this report on the effectiveness of JTPA Title II programs for adults in Utah. The technique used is non-experimental and the comparison group was selected from registrants with Utah's Employment Security. In a step-by-step approach, the report documents how non-experimental techniques can be applied and several specific technical issues can be addressed."

Boyce, A. (1993) The Case Study Approach for Pedagogists. Annual Meeting of the American Alliance for Health, Physical Education, Recreation and Dance. (Address). Washington DC.

This paper addresses how case studies 1) bridge the gap between teaching theory and application, 2) enable students to analyze problems and develop solutions for situations that will be encountered in the real world of teaching, and 3) helps students to evaluate the feasibility of alternatives and to understand the ramifications of a particular course of action.

Carson, J. (1993) The Case Study: Ideal Home of WAC Quantitative and Qualitative Data. Annual Meeting of the Conference on College Composition and Communication. (Address). San Diego.

"Increasingly, one of the most pressing questions for WAC advocates is how to keep [WAC] programs going in the face of numerous difficulties. Case histories offer the best chance for fashioning rhetorical arguments to keep WAC programs going because they offer the opportunity to provide a coherent narrative that contextualizes all documents and data, including what is generally considered scientific data. A case study of the WAC program, . . . at Robert Morris College in Pittsburgh demonstrates the advantages of this research method. Such studies are ideal homes for both naturalistic and positivistic data as well as both quantitative and qualitative information."

---. (1991). A Cognitive Process Theory of Writing. College Composition and Communication. 32. 365-87.

No abstract available.

Cromer, R. (1994) A Case Study of Dissociations Between Language and Cognition. Constraints on Language Acquisition: Studies of Atypical Children . Hillsdale: Lawrence Erlbaum Associates, 141-153.

Crossley, M. (1983) Case Study in Comparative and International Education: An Approach to Bridging the Theory-Practice Gap. Proceedings of the 11th Annual Conference of the Australian Comparative and International Education Society. Hamilton, NZ.

Case study research, as presented here, helps bridge the theory-practice gap in comparative and international research studies of education because it focuses on the practical, day-to-day context rather than on the national arena. The paper asserts that the case study method can be valuable at all levels of research, formation, and verification of theories in education.

Daillak, R., H., and Alkin, M., C. (1982). Qualitative Studies in Context: Reflections on the CSE Studies of Evaluation Use . California: EDRS

The report shows how the Center of the Study of Evaluation (CSE) applied qualitative techniques to a study of evaluation information use in local, Los Angeles schools. It critiques the effectiveness and the limitations of using case study, evaluation, field study, and user interview survey methodologies.

Davey, L. (1991). The Application of Case Study Evaluations. ERIC/TM Digest.

This article examines six types of case studies, the type of evaluation questions that can be answered, the functions served, some design features, and some pitfalls of the method.

Deutch, C. E. (1996). A course in research ethics for graduate students. College Teaching, 44, 2, 56-60.

This article describes a one-credit discussion course in research ethics for graduate students in biology. Case studies are focused on within the four parts of the course: 1) major issues, 2 )practical issues in scholarly work, 3) ownership of research results, and 4) training and personal decisions.

DeVoss, G. (1981). Ethics in Fieldwork Research. RIE 27p. (ERIC)

This article examines four of the ethical problems that can happen when conducting case study research: acquiring permission to do research, knowing when to stop digging, the pitfalls of doing collaborative research, and preserving the integrity of the participants.

Driscoll, A. (1985). Case Study of a Research Intervention: the University of Utah’s Collaborative Approach . San Francisco: Far West Library for Educational Research Development.

Paper presented at the annual meeting of the American Association of Colleges of Teacher Education, Denver, CO, March 1985. Offers information of in-service training, specifically case studies application.

Ellram, L. M. (1996). The Use of the Case Study Method in Logistics Research. Journal of Business Logistics, 17, 2, 93.

This article discusses the increased use of case study in business research, and the lack of understanding of when and how to use case study methodology in business.

Emig, J. (1971) The Composing Processes of Twelfth Graders . Urbana: NTCE.

This case study uses observation, tape recordings, writing samples, and school records to show that writing in reflexive and extensive situations caused different lengths of discourse and different clusterings of the components of the writing process.

Feagin, J. R. (1991). A Case For the Case Study . Chapel Hill: The University of North Carolina Press.

This book discusses the nature, characteristics, and basic methodological issues of the case study as a research method.

Feldman, H., Holland, A., & Keefe, K. (1989) Language Abilities after Left Hemisphere Brain Injury: A Case Study of Twins. Topics in Early Childhood Special Education, 9, 32-47.

"Describes the language abilities of 2 twin pairs in which 1 twin (the experimental) suffered brain injury to the left cerebral hemisphere around the time of birth and1 twin (the control) did not. One pair of twins was initially assessed at age 23 mo. and the other at about 30 mo.; they were subsequently evaluated in their homes 3 times at about 6-mo intervals."

Fidel, R. (1984). The Case Study Method: A Case Study. Library and Information Science Research, 6.

The article describes the use of case study methodology to systematically develop a model of online searching behavior in which study design is flexible, subject manner determines data gathering and analyses, and procedures adapt to the study's progressive change.

Flower, L., & Hayes, J. R. (1984). Images, Plans and Prose: The Representation of Meaning in Writing. Written Communication, 1, 120-160.

Explores the ways in which writers actually use different forms of knowing to create prose.

Frey, L. R. (1992). Interpreting Communication Research: A Case Study Approach Englewood Cliffs, N.J.: Prentice Hall.

The book discusses research methodologies in the Communication field. It focuses on how case studies bridge the gap between communication research, theory, and practice.

Gilbert, V. K. (1981). The Case Study as a Research Methodology: Difficulties and Advantages of Integrating the Positivistic, Phenomenological and Grounded Theory Approaches . The Annual Meeting of the Canadian Association for the Study of Educational Administration. (Address) Halifax, NS, Can.

This study on an innovative secondary school in England shows how a "low-profile" participant-observer case study was crucial to the initial observation, the testing of hypotheses, the interpretive approach, and the grounded theory.

Gilgun, J. F. (1994). A Case for Case Studies in Social Work Research. Social Work, 39, 4, 371-381.

This article defines case study research, presents guidelines for evaluation of case studies, and shows the relevance of case studies to social work research. It also looks at issues such as evaluation and interpretations of case studies.

Glennan, S. L., Sharp-Bittner, M. A. & Tullos, D. C. (1991). Augmentative and Alternative Communication Training with a Nonspeaking Adult: Lessons from MH. Augmentative and Alternative Communication, 7, 240-7.

"A response-guided case study documented changes in a nonspeaking 36-yr-old man's ability to communicate using 3 trained augmentative communication modes. . . . Data were collected in videotaped interaction sessions between the nonspeaking adult and a series of adult speaking."

Graves, D. (1981). An Examination of the Writing Processes of Seven Year Old Children. Research in the Teaching of English, 15, 113-134.

Hamel, J. (1993). Case Study Methods . Newbury Park: Sage. .

"In a most economical fashion, Hamel provides a practical guide for producing theoretically sharp and empirically sound sociological case studies. A central idea put forth by Hamel is that case studies must "locate the global in the local" thus making the careful selection of the research site the most critical decision in the analytic process."

Karthigesu, R. (1986, July). Television as a Tool for Nation-Building in the Third World: A Post-Colonial Pattern, Using Malaysia as a Case-Study. International Television Studies Conference. (Address). London, 10-12.

"The extent to which Television Malaysia, as a national mass media organization, has been able to play a role in nation building in the post-colonial period is . . . studied in two parts: how the choice of a model of nation building determines the character of the organization; and how the character of the organization influences the output of the organization."

Kenny, R. (1984). Making the Case for the Case Study. Journal of Curriculum Studies, 16, (1), 37-51.

The article looks at how and why the case study is justified as a viable and valuable approach to educational research and program evaluation.

Knirk, F. (1991). Case Materials: Research and Practice. Performance Improvement Quarterly, 4 (1 ), 73-81.

The article addresses the effectiveness of case studies, subject areas where case studies are commonly used, recent examples of their use, and case study design considerations.

Klos, D. (1976). Students as Case Writers. Teaching of Psychology, 3.2, 63-66.

This article reviews a course in which students gather data for an original case study of another person. The task requires the students to design the study, collect the data, write the narrative, and interpret the findings.

Leftwich, A. (1981). The Politics of Case Study: Problems of Innovation in University Education. Higher Education Review, 13.2, 38-64.

The article discusses the use of case studies as a teaching method. Emphasis is on the instructional materials, interdisciplinarity, and the complex relationships within the university that help or hinder the method.

Mabrito, M. (1991, Oct.). Electronic Mail as a Vehicle for Peer Response: Conversations of High and Low Apprehensive Writers. Written Communication, 509-32.

McCarthy, S., J. (1955). The Influence of Classroom Discourse on Student Texts: The Case of Ella . East Lansing: Institute for Research on Teaching.

A look at how students of color become marginalized within traditional classroom discourse. The essay follows the struggles of one black student: Ella.

Matsuhashi, A., ed. (1987). Writing in Real Time: Modeling Production Processes Norwood, NJ: Ablex Publishing Corporation.

Investigates how writers plan to produce discourse for different purposes to report, to generalize, and to persuade, as well as how writers plan for sentence level units of language. To learn about planning, an observational measure of pause time was used" (ERIC).

Merriam, S. B. (1985). The Case Study in Educational Research: A Review of Selected Literature. Journal of Educational Thought, 19.3, 204-17.

The article examines the characteristics of, philosophical assumptions underlying the case study, the mechanics of conducting a case study, and the concerns about the reliability, validity, and generalizability of the method.

---. (1988). Case Study Research in Education: A Qualitative Approach San Francisco: Jossey Bass.

Merry, S. E., & Milner, N. eds. (1993). The Possibility of Popular Justice: A Case Study of Community Mediation in the United States . Ann Arbor: U of Michigan.

". . . this volume presents a case study of one experiment in popular justice, the San Francisco Community Boards. This program has made an explicit claim to create an alternative justice, or new justice, in the midst of a society ordered by state law. The contributors to this volume explore the history and experience of the program and compare it to other versions of popular justice in the United States, Europe, and the Third World."

Merseth, K. K. (1991). The Case for Cases in Teacher Education. RIE. 42p. (ERIC).

This monograph argues that the case method of instruction offers unique potential for revitalizing the field of teacher education.

Michaels, S. (1987). Text and Context: A New Approach to the Study of Classroom Writing. Discourse Processes, 10, 321-346.

"This paper argues for and illustrates an approach to the study of writing that integrates ethnographic analysis of classroom interaction with linguistic analysis of written texts and teacher/student conversational exchanges. The approach is illustrated through a case study of writing in a single sixth grade classroom during a single writing assignment."

Milburn, G. (1995). Deciphering a Code or Unraveling a Riddle: A Case Study in the Application of a Humanistic Metaphor to the Reporting of Social Studies Teaching. Theory and Research in Education, 13.

This citation serves as an example of how case studies document learning procedures in a senior-level economics course.

Milley, J. E. (1979). An Investigation of Case Study as an Approach to Program Evaluation. 19th Annual Forum of the Association for Institutional Research. (Address). San Diego.

The case study method merged a narrative report focusing on the evaluator as participant-observer with document review, interview, content analysis, attitude questionnaire survey, and sociogram analysis. Milley argues that case study program evaluation has great potential for widespread use.

Minnis, J. R. (1985, Sept.). Ethnography, Case Study, Grounded Theory, and Distance Education Research. Distance Education, 6.2.

This article describes and defines the strengths and weaknesses of ethnography, case study, and grounded theory.

Nunan, D. (1992). Collaborative language learning and teaching . New York: Cambridge University Press.

Included in this series of essays is Peter Sturman’s "Team Teaching: a case study from Japan" and David Nunan’s own "Toward a collaborative approach to curriculum development: a case study."

Nystrand, M., ed. (1982). What Writers Know: The Language, Process, and Structure of Written Discourse . New York: Academic Press.

Owenby, P. H. (1992). Making Case Studies Come Alive. Training, 29, (1), 43-46. (ERIC)

This article provides tips for writing more effective case studies.

---. (1981). Pausing and Planning: The Tempo of Writer Discourse Production. Research in the Teaching of English, 15 (2),113-34.

Perl, S. (1979). The Composing Processes of Unskilled College Writers. Research in the Teaching of English, 13, 317-336.

"Summarizes a study of five unskilled college writers, focusing especially on one of the five, and discusses the findings in light of current pedagogical practice and research design."

Pilcher J. and A. Coffey. eds. (1996). Gender and Qualitative Research . Brookfield: Aldershot, Hants, England.

This book provides a series of essays which look at gender identity research, qualitative research and applications of case study to questions of gendered pedagogy.

Pirie, B. S. (1993). The Case of Morty: A Four Year Study. Gifted Education International, 9 (2), 105-109.

This case study describes a boy from kindergarten through third grade with above average intelligence but difficulty in learning to read, write, and spell.

Popkewitz, T. (1993). Changing Patterns of Power: Social Regulation and Teacher Education Reform. Albany: SUNY Press.

Popkewitz edits this series of essays that address case studies on educational change and the training of teachers. The essays vary in terms of discipline and scope. Also, several authors include case studies of educational practices in countries other than the United States.

---. (1984). The Predrafting Processes of Four High- and Four Low Apprehensive Writers. Research in the Teaching of English, 18, (1), 45-64.

Rasmussen, P. (1985, March) A Case Study on the Evaluation of Research at the Technical University of Denmark. International Journal of Institutional Management in Higher Education, 9 (1).

This is an example of a case study methodology used to evaluate the chemistry and chemical engineering departments at the University of Denmark.

Roth, K. J. (1986). Curriculum Materials, Teacher Talk, and Student Learning: Case Studies in Fifth-Grade Science Teaching . East Lansing: Institute for Research on Teaching.

Roth offers case studies on elementary teachers, elementary school teaching, science studies and teaching, and verbal learning.

Selfe, C. L. (1985). An Apprehensive Writer Composes. When a Writer Can't Write: Studies in Writer's Block and Other Composing-Process Problems . (pp. 83-95). Ed. Mike Rose. NMY: Guilford.

Smith-Lewis, M., R. and Ford, A. (1987). A User's Perspective on Augmentative Communication. Augmentative and Alternative Communication, 3, 12-7.

"During a series of in-depth interviews, a 25-yr-old woman with cerebral palsy who utilized augmentative communication reflected on the effectiveness of the devices designed for her during her school career."

St. Pierre, R., G. (1980, April). Follow Through: A Case Study in Metaevaluation Research . 64th Annual Meeting of the American Educational Research Association. (Address).

The three approaches to metaevaluation are evaluation of primary evaluations, integrative meta-analysis with combined primary evaluation results, and re-analysis of the raw data from a primary evaluation.

Stahler, T., M. (1996, Feb.) Early Field Experiences: A Model That Worked. ERIC.

"This case study of a field and theory class examines a model designed to provide meaningful field experiences for preservice teachers while remaining consistent with the instructor's beliefs about the role of teacher education in preparing teachers for the classroom."

Stake, R. E. (1995). The Art of Case Study Research. Thousand Oaks: Sage Publications.

This book examines case study research in education and case study methodology.

Stiegelbauer, S. (1984) Community, Context, and Co-curriculum: Situational Factors Influencing School Improvements in a Study of High Schools. Presented at the annual meeting of the American Educational Research Association, New Orleans, LA.

Discussion of several case studies: one looking at high school environments, another examining educational innovations.

Stolovitch, H. (1990). Case Study Method. Performance And Instruction, 29, (9), 35-37.

This article describes the case study method as a form of simulation and presents guidelines for their use in professional training situations.

Thaller, E. (1994). Bibliography for the Case Method: Using Case Studies in Teacher Education. RIE. 37 p.

This bibliography presents approximately 450 citations on the use of case studies in teacher education from 1921-1993.

Thrane, T. (1986). On Delimiting the Senses of Near-Synonyms in Historical Semantics: A Case Study of Adjectives of 'Moral Sufficiency' in the Old English Andreas. Linguistics Across Historical and Geographical Boundaries: In Honor of Jacek Fisiak on the Occasion of his Fiftieth Birthday . Berlin: Mouton de Gruyter.

United Nations. (1975). Food and Agriculture Organization. Report on the FAO/UNFPA Seminar on Methodology, Research and Country: Case Studies on Population, Employment and Productivity . Rome: United Nations.

This example case study shows how the methodology can be used in a demographic and psychographic evaluation. At the same time, it discusses the formation and instigation of the case study methodology itself.

Van Vugt, J. P., ed. (1994). Aids Prevention and Services: Community Based Research . Westport: Bergin and Garvey.

"This volume has been five years in the making. In the process, some of the policy applications called for have met with limited success, such as free needle exchange programs in a limited number of American cities, providing condoms to prison inmates, and advertisements that depict same-sex couples. Rather than dating our chapters that deal with such subjects, such policy applications are verifications of the type of research demonstrated here. Furthermore, they indicate the critical need to continue community based research in the various communities threatened by acquired immuno-deficiency syndrome (AIDS) . . . "

Welch, W., ed. (1981, May). Case Study Methodology in Educational Evaluation. Proceedings of the Minnesota Evaluation Conference. Minnesota. (Address).

The four papers in these proceedings provide a comprehensive picture of the rationale, methodology, strengths, and limitations of case studies.

Williams, G. (1987). The Case Method: An Approach to Teaching and Learning in Educational Administration. RIE, 31p.

This paper examines the viability of the case method as a teaching and learning strategy in instructional systems geared toward the training of personnel of the administration of various aspects of educational systems.

Yin, R. K. (1993). Advancing Rigorous Methodologies: A Review of 'Towards Rigor in Reviews of Multivocal Literatures.' Review of Educational Research, 61, (3).

"R. T. Ogawa and B. Malen's article does not meet its own recommended standards for rigorous testing and presentation of its own conclusions. Use of the exploratory case study to analyze multivocal literatures is not supported, and the claim of grounded theory to analyze multivocal literatures may be stronger."

---. (1989). Case Study Research: Design and Methods. London: Sage Publications Inc.

This book discusses in great detail, the entire design process of the case study, including entire chapters on collecting evidence, analyzing evidence, composing the case study report, and designing single and multiple case studies.

Related Links

Consider the following list of related Web sites for more information on the topic of case study research. Note: although many of the links cover the general category of qualitative research, all have sections that address issues of case studies.

  • Sage Publications on Qualitative Methodology: Search here for a comprehensive list of new books being published about "Qualitative Methodology" http://www.sagepub.co.uk/
  • The International Journal of Qualitative Studies in Education: An on-line journal "to enhance the theory and practice of qualitative research in education." On-line submissions are welcome. http://www.tandf.co.uk/journals/tf/09518398.html
  • Qualitative Research Resources on the Internet: From syllabi to home pages to bibliographies. All links relate somehow to qualitative research. http://www.nova.edu/ssss/QR/qualres.html

Becker, Bronwyn, Patrick Dawson, Karen Devine, Carla Hannum, Steve Hill, Jon Leydens, Debbie Matuskevich, Carol Traver, & Mike Palmquist. (2005). Case Studies. Writing@CSU . Colorado State University. https://writing.colostate.edu/guides/guide.cfm?guideid=60

U.S. flag

An official website of the United States government

The .gov means it’s official. Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

The site is secure. The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

  • Publications
  • Account settings

Preview improvements coming to the PMC website in October 2024. Learn More or Try it out now .

  • Advanced Search
  • Journal List

Logo of bmcmedicine

Case study research for better evaluations of complex interventions: rationale and challenges

Sara paparini.

1 Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK

Judith Green

2 Wellcome Centre for Cultures & Environments of Health, University of Exeter, Exeter, UK

Chrysanthi Papoutsi

Jamie murdoch.

3 School of Health Sciences, University of East Anglia, Norwich, UK

Mark Petticrew

4 Public Health, Environments and Society, London School of Hygiene & Tropical Medicin, London, UK

Trish Greenhalgh

Benjamin hanckel.

5 Institute for Culture and Society, Western Sydney University, Penrith, Australia

Associated Data

Not applicable (article based on existing available academic publications)

The need for better methods for evaluation in health research has been widely recognised. The ‘complexity turn’ has drawn attention to the limitations of relying on causal inference from randomised controlled trials alone for understanding whether, and under which conditions, interventions in complex systems improve health services or the public health, and what mechanisms might link interventions and outcomes. We argue that case study research—currently denigrated as poor evidence—is an under-utilised resource for not only providing evidence about context and transferability, but also for helping strengthen causal inferences when pathways between intervention and effects are likely to be non-linear.

Case study research, as an overall approach, is based on in-depth explorations of complex phenomena in their natural, or real-life, settings. Empirical case studies typically enable dynamic understanding of complex challenges and provide evidence about causal mechanisms and the necessary and sufficient conditions (contexts) for intervention implementation and effects. This is essential evidence not just for researchers concerned about internal and external validity, but also research users in policy and practice who need to know what the likely effects of complex programmes or interventions will be in their settings. The health sciences have much to learn from scholarship on case study methodology in the social sciences. However, there are multiple challenges in fully exploiting the potential learning from case study research. First are misconceptions that case study research can only provide exploratory or descriptive evidence. Second, there is little consensus about what a case study is, and considerable diversity in how empirical case studies are conducted and reported. Finally, as case study researchers typically (and appropriately) focus on thick description (that captures contextual detail), it can be challenging to identify the key messages related to intervention evaluation from case study reports.

Whilst the diversity of published case studies in health services and public health research is rich and productive, we recommend further clarity and specific methodological guidance for those reporting case study research for evaluation audiences.

The need for methodological development to address the most urgent challenges in health research has been well-documented. Many of the most pressing questions for public health research, where the focus is on system-level determinants [ 1 , 2 ], and for health services research, where provisions typically vary across sites and are provided through interlocking networks of services [ 3 ], require methodological approaches that can attend to complexity. The need for methodological advance has arisen, in part, as a result of the diminishing returns from randomised controlled trials (RCTs) where they have been used to answer questions about the effects of interventions in complex systems [ 4 – 6 ]. In conditions of complexity, there is limited value in maintaining the current orientation to experimental trial designs in the health sciences as providing ‘gold standard’ evidence of effect.

There are increasing calls for methodological pluralism [ 7 , 8 ], with the recognition that complex intervention and context are not easily or usefully separated (as is often the situation when using trial design), and that system interruptions may have effects that are not reducible to linear causal pathways between intervention and outcome. These calls are reflected in a shifting and contested discourse of trial design, seen with the emergence of realist [ 9 ], adaptive and hybrid (types 1, 2 and 3) [ 10 , 11 ] trials that blend studies of effectiveness with a close consideration of the contexts of implementation. Similarly, process evaluation has now become a core component of complex healthcare intervention trials, reflected in MRC guidance on how to explore implementation, causal mechanisms and context [ 12 ].

Evidence about the context of an intervention is crucial for questions of external validity. As Woolcock [ 4 ] notes, even if RCT designs are accepted as robust for maximising internal validity, questions of transferability (how well the intervention works in different contexts) and generalisability (how well the intervention can be scaled up) remain unanswered [ 5 , 13 ]. For research evidence to have impact on policy and systems organisation, and thus to improve population and patient health, there is an urgent need for better methods for strengthening external validity, including a better understanding of the relationship between intervention and context [ 14 ].

Policymakers, healthcare commissioners and other research users require credible evidence of relevance to their settings and populations [ 15 ], to perform what Rosengarten and Savransky [ 16 ] call ‘careful abstraction’ to the locales that matter for them. They also require robust evidence for understanding complex causal pathways. Case study research, currently under-utilised in public health and health services evaluation, can offer considerable potential for strengthening faith in both external and internal validity. For example, in an empirical case study of how the policy of free bus travel had specific health effects in London, UK, a quasi-experimental evaluation (led by JG) identified how important aspects of context (a good public transport system) and intervention (that it was universal) were necessary conditions for the observed effects, thus providing useful, actionable evidence for decision-makers in other contexts [ 17 ].

The overall approach of case study research is based on the in-depth exploration of complex phenomena in their natural, or ‘real-life’, settings. Empirical case studies typically enable dynamic understanding of complex challenges rather than restricting the focus on narrow problem delineations and simple fixes. Case study research is a diverse and somewhat contested field, with multiple definitions and perspectives grounded in different ways of viewing the world, and involving different combinations of methods. In this paper, we raise awareness of such plurality and highlight the contribution that case study research can make to the evaluation of complex system-level interventions. We review some of the challenges in exploiting the current evidence base from empirical case studies and conclude by recommending that further guidance and minimum reporting criteria for evaluation using case studies, appropriate for audiences in the health sciences, can enhance the take-up of evidence from case study research.

Case study research offers evidence about context, causal inference in complex systems and implementation

Well-conducted and described empirical case studies provide evidence on context, complexity and mechanisms for understanding how, where and why interventions have their observed effects. Recognition of the importance of context for understanding the relationships between interventions and outcomes is hardly new. In 1943, Canguilhem berated an over-reliance on experimental designs for determining universal physiological laws: ‘As if one could determine a phenomenon’s essence apart from its conditions! As if conditions were a mask or frame which changed neither the face nor the picture!’ ([ 18 ] p126). More recently, a concern with context has been expressed in health systems and public health research as part of what has been called the ‘complexity turn’ [ 1 ]: a recognition that many of the most enduring challenges for developing an evidence base require a consideration of system-level effects [ 1 ] and the conceptualisation of interventions as interruptions in systems [ 19 ].

The case study approach is widely recognised as offering an invaluable resource for understanding the dynamic and evolving influence of context on complex, system-level interventions [ 20 – 23 ]. Empirically, case studies can directly inform assessments of where, when, how and for whom interventions might be successfully implemented, by helping to specify the necessary and sufficient conditions under which interventions might have effects and to consolidate learning on how interdependencies, emergence and unpredictability can be managed to achieve and sustain desired effects. Case study research has the potential to address four objectives for improving research and reporting of context recently set out by guidance on taking account of context in population health research [ 24 ], that is to (1) improve the appropriateness of intervention development for specific contexts, (2) improve understanding of ‘how’ interventions work, (3) better understand how and why impacts vary across contexts and (4) ensure reports of intervention studies are most useful for decision-makers and researchers.

However, evaluations of complex healthcare interventions have arguably not exploited the full potential of case study research and can learn much from other disciplines. For evaluative research, exploratory case studies have had a traditional role of providing data on ‘process’, or initial ‘hypothesis-generating’ scoping, but might also have an increasing salience for explanatory aims. Across the social and political sciences, different kinds of case studies are undertaken to meet diverse aims (description, exploration or explanation) and across different scales (from small N qualitative studies that aim to elucidate processes, or provide thick description, to more systematic techniques designed for medium-to-large N cases).

Case studies with explanatory aims vary in terms of their positioning within mixed-methods projects, with designs including (but not restricted to) (1) single N of 1 studies of interventions in specific contexts, where the overall design is a case study that may incorporate one or more (randomised or not) comparisons over time and between variables within the case; (2) a series of cases conducted or synthesised to provide explanation from variations between cases; and (3) case studies of particular settings within RCT or quasi-experimental designs to explore variation in effects or implementation.

Detailed qualitative research (typically done as ‘case studies’ within process evaluations) provides evidence for the plausibility of mechanisms [ 25 ], offering theoretical generalisations for how interventions may function under different conditions. Although RCT designs reduce many threats to internal validity, the mechanisms of effect remain opaque, particularly when the causal pathways between ‘intervention’ and ‘effect’ are long and potentially non-linear: case study research has a more fundamental role here, in providing detailed observational evidence for causal claims [ 26 ] as well as producing a rich, nuanced picture of tensions and multiple perspectives [ 8 ].

Longitudinal or cross-case analysis may be best suited for evidence generation in system-level evaluative research. Turner [ 27 ], for instance, reflecting on the complex processes in major system change, has argued for the need for methods that integrate learning across cases, to develop theoretical knowledge that would enable inferences beyond the single case, and to develop generalisable theory about organisational and structural change in health systems. Qualitative Comparative Analysis (QCA) [ 28 ] is one such formal method for deriving causal claims, using set theory mathematics to integrate data from empirical case studies to answer questions about the configurations of causal pathways linking conditions to outcomes [ 29 , 30 ].

Nonetheless, the single N case study, too, provides opportunities for theoretical development [ 31 ], and theoretical generalisation or analytical refinement [ 32 ]. How ‘the case’ and ‘context’ are conceptualised is crucial here. Findings from the single case may seem to be confined to its intrinsic particularities in a specific and distinct context [ 33 ]. However, if such context is viewed as exemplifying wider social and political forces, the single case can be ‘telling’, rather than ‘typical’, and offer insight into a wider issue [ 34 ]. Internal comparisons within the case can offer rich possibilities for logical inferences about causation [ 17 ]. Further, case studies of any size can be used for theory testing through refutation [ 22 ]. The potential lies, then, in utilising the strengths and plurality of case study to support theory-driven research within different methodological paradigms.

Evaluation research in health has much to learn from a range of social sciences where case study methodology has been used to develop various kinds of causal inference. For instance, Gerring [ 35 ] expands on the within-case variations utilised to make causal claims. For Gerring [ 35 ], case studies come into their own with regard to invariant or strong causal claims (such as X is a necessary and/or sufficient condition for Y) rather than for probabilistic causal claims. For the latter (where experimental methods might have an advantage in estimating effect sizes), case studies offer evidence on mechanisms: from observations of X affecting Y, from process tracing or from pattern matching. Case studies also support the study of emergent causation, that is, the multiple interacting properties that account for particular and unexpected outcomes in complex systems, such as in healthcare [ 8 ].

Finally, efficacy (or beliefs about efficacy) is not the only contributor to intervention uptake, with a range of organisational and policy contingencies affecting whether an intervention is likely to be rolled out in practice. Case study research is, therefore, invaluable for learning about contextual contingencies and identifying the conditions necessary for interventions to become normalised (i.e. implemented routinely) in practice [ 36 ].

The challenges in exploiting evidence from case study research

At present, there are significant challenges in exploiting the benefits of case study research in evaluative health research, which relate to status, definition and reporting. Case study research has been marginalised at the bottom of an evidence hierarchy, seen to offer little by way of explanatory power, if nonetheless useful for adding descriptive data on process or providing useful illustrations for policymakers [ 37 ]. This is an opportune moment to revisit this low status. As health researchers are increasingly charged with evaluating ‘natural experiments’—the use of face masks in the response to the COVID-19 pandemic being a recent example [ 38 ]—rather than interventions that take place in settings that can be controlled, research approaches using methods to strengthen causal inference that does not require randomisation become more relevant.

A second challenge for improving the use of case study evidence in evaluative health research is that, as we have seen, what is meant by ‘case study’ varies widely, not only across but also within disciplines. There is indeed little consensus amongst methodologists as to how to define ‘a case study’. Definitions focus, variously, on small sample size or lack of control over the intervention (e.g. [ 39 ] p194), on in-depth study and context [ 40 , 41 ], on the logic of inference used [ 35 ] or on distinct research strategies which incorporate a number of methods to address questions of ‘how’ and ‘why’ [ 42 ]. Moreover, definitions developed for specific disciplines do not capture the range of ways in which case study research is carried out across disciplines. Multiple definitions of case study reflect the richness and diversity of the approach. However, evidence suggests that a lack of consensus across methodologists results in some of the limitations of published reports of empirical case studies [ 43 , 44 ]. Hyett and colleagues [ 43 ], for instance, reviewing reports in qualitative journals, found little match between methodological definitions of case study research and how authors used the term.

This raises the third challenge we identify that case study reports are typically not written in ways that are accessible or useful for the evaluation research community and policymakers. Case studies may not appear in journals widely read by those in the health sciences, either because space constraints preclude the reporting of rich, thick descriptions, or because of the reported lack of willingness of some biomedical journals to publish research that uses qualitative methods [ 45 ], signalling the persistence of the aforementioned evidence hierarchy. Where they do, however, the term ‘case study’ is used to indicate, interchangeably, a qualitative study, an N of 1 sample, or a multi-method, in-depth analysis of one example from a population of phenomena. Definitions of what constitutes the ‘case’ are frequently lacking and appear to be used as a synonym for the settings in which the research is conducted. Despite offering insights for evaluation, the primary aims may not have been evaluative, so the implications may not be explicitly drawn out. Indeed, some case study reports might properly be aiming for thick description without necessarily seeking to inform about context or causality.

Acknowledging plurality and developing guidance

We recognise that definitional and methodological plurality is not only inevitable, but also a necessary and creative reflection of the very different epistemological and disciplinary origins of health researchers, and the aims they have in doing and reporting case study research. Indeed, to provide some clarity, Thomas [ 46 ] has suggested a typology of subject/purpose/approach/process for classifying aims (e.g. evaluative or exploratory), sample rationale and selection and methods for data generation of case studies. We also recognise that the diversity of methods used in case study research, and the necessary focus on narrative reporting, does not lend itself to straightforward development of formal quality or reporting criteria.

Existing checklists for reporting case study research from the social sciences—for example Lincoln and Guba’s [ 47 ] and Stake’s [ 33 ]—are primarily orientated to the quality of narrative produced, and the extent to which they encapsulate thick description, rather than the more pragmatic issues of implications for intervention effects. Those designed for clinical settings, such as the CARE (CAse REports) guidelines, provide specific reporting guidelines for medical case reports about single, or small groups of patients [ 48 ], not for case study research.

The Design of Case Study Research in Health Care (DESCARTE) model [ 44 ] suggests a series of questions to be asked of a case study researcher (including clarity about the philosophy underpinning their research), study design (with a focus on case definition) and analysis (to improve process). The model resembles toolkits for enhancing the quality and robustness of qualitative and mixed-methods research reporting, and it is usefully open-ended and non-prescriptive. However, even if it does include some reflections on context, the model does not fully address aspects of context, logic and causal inference that are perhaps most relevant for evaluative research in health.

Hence, for evaluative research where the aim is to report empirical findings in ways that are intended to be pragmatically useful for health policy and practice, this may be an opportune time to consider how to best navigate plurality around what is (minimally) important to report when publishing empirical case studies, especially with regards to the complex relationships between context and interventions, information that case study research is well placed to provide.

The conventional scientific quest for certainty, predictability and linear causality (maximised in RCT designs) has to be augmented by the study of uncertainty, unpredictability and emergent causality [ 8 ] in complex systems. This will require methodological pluralism, and openness to broadening the evidence base to better understand both causality in and the transferability of system change intervention [ 14 , 20 , 23 , 25 ]. Case study research evidence is essential, yet is currently under exploited in the health sciences. If evaluative health research is to move beyond the current impasse on methods for understanding interventions as interruptions in complex systems, we need to consider in more detail how researchers can conduct and report empirical case studies which do aim to elucidate the contextual factors which interact with interventions to produce particular effects. To this end, supported by the UK’s Medical Research Council, we are embracing the challenge to develop guidance for case study researchers studying complex interventions. Following a meta-narrative review of the literature, we are planning a Delphi study to inform guidance that will, at minimum, cover the value of case study research for evaluating the interrelationship between context and complex system-level interventions; for situating and defining ‘the case’, and generalising from case studies; as well as provide specific guidance on conducting, analysing and reporting case study research. Our hope is that such guidance can support researchers evaluating interventions in complex systems to better exploit the diversity and richness of case study research.

Acknowledgements

Not applicable

Abbreviations

Authors’ contributions.

JG, MP, SP, JM, TG, CP and SS drafted the initial paper; all authors contributed to the drafting of the final version, and read and approved the final manuscript.

This work was funded by the Medical Research Council - MRC Award MR/S014632/1 HCS: Case study, Context and Complex interventions (TRIPLE C). SP was additionally funded by the University of Oxford's Higher Education Innovation Fund (HEIF).

Availability of data and materials

Ethics approval and consent to participate, consent for publication, competing interests.

The authors declare that they have no competing interests.

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Evaluation and Comparison of Rock Bolting Versus Steel Arch Support Systems in Thick Coal Seam Underground Galleries: A Case Study

  • Open access
  • Published: 05 June 2024

Cite this article

You have full access to this open access article

a case study approach to data exploration

  • Mehmet Mesutoglu   ORCID: orcid.org/0000-0002-5243-3962 1 &
  • Ihsan Ozkan   ORCID: orcid.org/0000-0002-8268-3188 1  

16 Accesses

Explore all metrics

This study investigates the feasibility of rock bolting support in an underground coal mine gallery with a thick coal seam. The Ömerler underground coal mine working area, owned by the West Lignite Enterprise (GLI) of the Turkish Coal Enterprises (TKI), was selected for this purpose. Longwall top coal caving (LTCC) is implemented as the production method in the Ömerler underground coal mine. Field and laboratory studies were conducted to determine rock mass and rock material properties, followed by experimental, empirical, and numerical analyses based on the acquired data. The obtained design results were evaluated using a resin-grouted rebar (RBR) rock bolting system and steel arch support (SAS) pilot application areas. The numerical modeling results conducted using the Fast Lagrangian Analysis of Continua 3D (FLAC 3D) (v6.0) program indicated less displacement and secondary stress change in the RBR-supported zone compared to the SAS-supported zone. In situ measurements also demonstrated that RBR provided more successful support to the roof during coal production activities. The findings suggest that RBR is a more effective solution when evaluating the feasibility of rock bolting support systems in underground galleries with thick coal seams at the Ömerler underground coal mine. This study emphasizes the importance of more sustainable and safe support systems to enhance operational efficiency in the coal mining industry.

Similar content being viewed by others

a case study approach to data exploration

A New Rock-Bolting Pattern Proposed for Tabas Fully Mechanized Mine Using Field Instrumentation and Numerical Modelling

a case study approach to data exploration

Study of Fully Grouted Rock Bolt in Tabas Coal Mine Using Numerical and Instrumentation Methods

Theory, technology and application of grouted bolting in soft rock roadways of deep coal mines.

Avoid common mistakes on your manuscript.

1 Introduction

Coal, a significant component of global energy production, continues to play a crucial role in the world economy [ 1 , 2 , 3 , 4 ]. In 2022, global coal demand reached its highest level to date [ 5 ]. While this trend persists, there is a need to enhance efficiency and undertake improvement efforts in coal mining to contribute to the overarching goal of energy sustainability. The rise in global coal demand is causing a depletion of open-pit reserves where coal production takes place, leading to a transition towards deeper underground mining operations [ 6 ]. This transition involves creating galleries for underground coal production, with a particular focus on faster and more dependable support systems, to reinforce sustainability and operational efficiency within the coal mining industry.

In recent decades, underground coal mines have adopted mechanized excavation systems, particularly employing the longwall mining technique, to facilitate high-volume coal production [ 7 , 8 , 9 , 10 ]. However, this implementation has resulted in the formation of numerous mine galleries. The traditional roof support system utilizing steel sets in these galleries can adversely impact their daily advancement rates, unit costs, and safety, especially in rock mass environments characterized by very weak, weak, and moderately strong strengths [ 11 , 12 ].

Over the past four decades, there have been notable advancements in rock bolting support systems, driven by improved insights into load transfer mechanisms and the evolution of rock bolting technology [ 13 , 14 , 15 , 16 ].

Distinguished from traditional support systems like steel sets, this system facilitates faster advancement rates, reduced unit costs, and enhanced safety through its active support capabilities. In contrast to passive support systems such as steel sets, rock bolts engage more rapidly with the rock mass to initiate their supporting function, resulting in less deformation and facilitating safer and swifter gallery advancement [ 17 ]. Consequently, it has been successfully implemented as the primary supporting element in underground coal mines across various regions globally [ 18 , 19 ].

In underground coal production activities, especially in thick coal seams, detailed preliminary design studies should be conducted for the proper reinforcement of gateroads with rock bolting. The empirical approaches, commonly used in project works today, are developed by combining observations, measurements, experience, engineering intuition, and judgments. These approaches can provide predictions for support parameters such as rock bolt length and spacing, dimensions and intervals of steel sets, and thickness of shotcrete for the stability of underground openings. Eleven different empirical approaches can provide design outputs for rock bolting support. It is known that six of these approaches are based on the widely used RMR rock mass classification system [ 20 , 21 , 22 , 23 , 24 , 25 ], two are based on the widely used Q rock mass classification system [ 26 , 27 ], and two are based on the RQD system [ 28 , 29 ]. Additionally, there are two different design approaches based on Panek [ 30 ] and the number of discontinuiy sets and the dip angle of the discontinuities.

Mathematical-based and assumption-dependent numerical design approaches have been developed to determine stress and deformation behaviors in the opening zones of underground and surface rock engineering excavations. In today’s design practices, two- and three-dimensional numerical analysis programs developed in many significant studies are utilized [ 31 , 32 , 33 , 34 , 35 ]. In the two- and three-dimensional models presented in numerical analyses, alongside rock material and rock mass parameters, input parameters for support, such as rock bolt length, spacing, and shotcrete thickness, need to be initially defined. The necessity to perform hundreds of numerical simulations to determine unknown optimal support parameters is considered a serious problem. Additionally, the presentation of field stresses and displacement quantities, which cannot always be measured, using numerical analyses necessitates the careful use of numerical approaches, especially in complex field conditions [ 12 ].

This study aims to analyze the feasibility of rock bolting in an underground coal mine gallery with a thick coal seam, which is currently using steel supports, through numerical modeling. Within this scope, the Ömerler Underground Mine, located in the West Lignite Enterprise (GLI), which is a part of the Turkish Coal Enterprises (TKI) and situated in the Tavşanlı district of Kütahya province, has been selected as the study area. Coal production in the Ömerler underground coal mine, which possesses a thick coal seam, is carried out using mechanized mining methods. The mining operation, which utilizes the longwall top coal caving method (LTCC) as its production method, employs a self-advancing hydraulic powered roof support system (shields) within the coal face while using a steel arch support system in the main haulage galleries and the gates belonging to the panels.

To examine the applicability of rock bolting support in the mentioned headgate, in situ and laboratory studies were conducted to determine rock mass and material properties. Based on the obtained database, empirical and numerical analyses were performed to design an appropriate rock bolting system for the field. FLAC3D v6.0 finite difference method modeling software was used for numerical modeling. With the resulting design, the resin-grouted rebar rock bolting system (RBR) and steel arch support (SAS) were implemented in the pilot application area. In situ monitoring activities using various methods were conducted to assess the performance differences between the rock bolting systems and the steel arch support system.

2 Methodology

2.1 study site.

TKI-GLI Ömerler Underground coal mine is located in the town of Tunçbilek (Tavşanlı district of Kütahya province) in Turkey (Fig.  1 ).

figure 1

Location of study site

The rock units within the Tunçbilek series are grouped into three main categories, namely clay stone, calcareous marl, and marl. The clay stone formation, which surrounds the coal seam, is also subdivided into three subgroups. These subgroups consist of the soft clay layer located immediately above the coal seam with a thickness ranging from 20 to 50 cm, the roof clay forming the main roof rock of this formation, and the floor clay formations situated beneath the coal seam (Fig.  2 ).

figure 2

Lithology of geological structure

In the GLI Tunçbilek coal basin, underground coal production has been carried out in the Ömerler-A section. In this underground mine, a fully mechanized mining system is used, and coal extraction is performed using the LTCC method. The thick coal seam, averaging 8 m in thickness, is excavated using a single-pass method for the lower 3.5 m, while the remaining approximately 5 m at the roof level is extracted through the caving process. The cross-sectional view of the mining method is presented in Fig.  2 .

In the basin, strata have generally dip angles ranging from 5 to 20° toward the northeast. The coal reserve within the study area is estimated to be around 18 million tons. The coal seam thickness varies between 5 and 12 m, with an average thickness of 8 m [ 36 , 37 , 38 ]. The coal seam contains clay partings of approximately 15–30 cm thickness at various levels. The deepest working section in the underground mine is located at an elevation of + 469, and the thickness of the overlying strata is approximately 330 m.

The study area is the A6 longwall panel in the Ömerler underground coal mine (Fig.  3 ). Rock mass and rock material property determination studies for coal and surrounding rock were carried out in the A1, A2, and A6 longwall panels. Empirical design studies and numerical modeling studies, rock bolting applications, and monitoring activities were conducted in the headgate of the A6 panel (Fig.  3 ).

figure 3

The view of the A6 panel which was considered in rock bolting support design studies on the mine layout

2.2 Determination of Rock Mass and Rock Material Properties

In order to design and implement rock bolting support for the A6 longwall panel gateroads, a series of in situ and laboratory investigations were executed to ascertain rock mass and rock material properties [ 11 , 12 ]. These studies not only encompassed the A6 longwall panel where the actual implementation occurred but also included examinations in the A1 and A2 longwall panels, where preparatory and production activities were concurrently in progress. Drilling operations and block extraction studies were carried out in specific underground zones to assess rock mass and material properties, as well as for classification studies.

Underground drilling activities were carried out in the production panel, encompassing four directions. Additionally, 50 blocks were extracted from the A1 and A2 panels and transported to the rock mechanics laboratory for subsequent sample preparation. Schmidt hammer rebound hardness tests (N-type), point load strength index tests (Is 50 ), and plate loading tests were systematically performed in the A1, A2, and A6 panels.

All rock mechanics tests were executed on the rock material samples derived from the transported blocks and drilling cores. The resulting database is comprehensively presented in Table  1 . Field-based Geological Strength Index (GSI) classification studies were conducted in the A1 preparatory gallery to classify the rock mass. The determined values, coupled with outcomes from other rock mass classification systems, were computed and are presented in Table  2 .

Accurate predictions regarding the stability of underground openings require an understanding of the mechanical properties of the rock mass and measurements of principal stresses in the environment [ 39 ]. In line with this, studies on principal stress analysis were undertaken within the A1 longwall panel of the Ömerler underground coal mine (Fig.  4 ).

figure 4

An example of principal in situ stress measurement on a fault and definition and measurement of fault lines

Following Aydan’s method [ 40 ] for determining principal in situ stresses through the fault slip approach, the analysis outcomes revealed that the maximum horizontal stress is predominantly aligned in the north–south direction. Additionally, it was established that at a depth of 300 m, the most significant horizontal principal stress ( P H = 6.74 MPa) in the A1 panel aligns parallel to the gate axis.

2.3 Deriving Initial Design Outcomes via Empirical Methods

The data obtained from experimental studies, observations, and examinations (Table  3 ) have been utilized to ascertain the design parameters for rock bolts through empirical methodologies. Specific analyses tailored to empirical techniques were conducted to define crucial dimensions such as bolt length ( L ) and bolt spacing ( S ) [ 11 , 12 ]. The summarized outcomes are delineated in Table  4 .

The determination of the rock bolts’ quantity ( N ) involved separate empirical approaches. After reviewing the N values outlined in Table  4 , the average N value was computed as 6. However, empirical methods also recommend incorporating shotcrete and/or steel mesh alongside rock bolting to enhance face stability.

In addition to the rock bolting design obtained through empirical approaches, following a comprehensive assessment of field inspections, observations, and engineering experiences, it has been determined that seven rock bolts will be applied for each line. The average values specified in Table  4 , along with these assessments, have influenced the design outcome shown in Fig.  5 . Additionally, Fig.  5 includes the layout for the coal seam.

figure 5

Rock bolt design based on empirical design results

As shown in Fig.  5 , the cross-section of the gallery illustrates the utilization of seven rock bolts, featuring a bolt length ( L ) of 3.3 m, a spacing between bolts ( S 1 ) of 1.0 m at the gallery face, and an interval between bolt lines ( S 2 ) of 1.0 m along the gallery axis. Based on field observations, measurements, experience, and engineering insights, the plan includes the installation of three roof-anchored rock bolts on the gallery roof in the curved section (P1, M, T1). Likewise, two inclined rock bolts with inclinations of 70° and 50° (T2 and T3, respectively) have been positioned on the pillar (T) side, and on the face (P) side, two inclined rock bolts with inclinations of 70° and 50° (P2 and P3, respectively) have been similarly installed.

2.4 Numerical Modeling

The initial design results illustrated in Fig.  5 underwent three-dimensional numerical analyses using FLAC3D v6.0 for the designated A6 panel in this investigation [ 11 ]. The analyses conducted include:

2.4.1 Modeling Procedure

During the modeling of the A6 longwall panel in the Ömerler underground coal mine, the current state of the mine was considered. The solid model incorporates the previously mined and subsided A5 panel, the planned pilot application A6 panel, and the untouched A7 panel on the opposite side of the A6 panel, as depicted in the underground mine map (Fig.  3 ). In the model geometry (Fig.  6 ), the z-direction signifies depth, the y-direction signifies the length of the longwall panel, and the x-direction represents the length of the longwall face. The model dimensions were defined as + x direction 300 m, −z direction 200 m, and + y direction 500 m.

In the model, the longwall face length in the + x direction is considered to be 90 m with a pillar width of 20 m. In the −z direction, the main strata have a thickness of 11 m, followed by a 140-m claystone unit above the coal seam, 10 m of backfill material above the claystone, and a 39-m claystone unit below the coal seam. The + y direction is defined as 500 m.

To analyze the dynamic effects arising from production in the gallery (longwall panel), it is assumed that the point where the longwall panel eliminates the initial backfill effect is at 450 m. This point is regarded as the starting point of the longwall excavation, implying that the initial 50 m of the panel has been worked and is left as a subsided area (Fig.  6 ).

figure 6

The geometry and details of the model created in FLAC 3D

The model geometry utilizes rectangular and square-shaped brick elements. The longwall excavation is presumed to be conducted in 1-m-thick slices, and for analyzing the dynamic effects it induces, the longwall panel is subdivided into 1-m grids between 450 and 400 m. The remaining sections are further divided into 5-m and 10-m grids. Consequently, the model comprises a total of 361,665 zones and 376,320 nodes (Fig.  6 ).

Boundary conditions in a numerical model involve the predetermined values of field variables (such as stress and displacement) set at the grid’s boundaries. Boundaries fall into two categories: real and artificial. Real boundaries correspond to features present in the physical object being modeled (e.g., a tunnel surface or the ground surface). Artificial boundaries, although nonexistent in reality, must be introduced to enclose the chosen number of zones. For the Ömerler underground coal mine model, roller boundaries are established on the left, right, front, and rear boundaries of the grid, while the bottom of the grid remains fixed. The results from principal stress analyses conducted in situ are incorporated into the model, with an initial condition of K 0  = 0.473 (σ h /σ v ) assigned, and the gravitational effect is also defined. In the FLAC 3D program used to create the model for the A6 longwall panel, gob material properties are specified, incorporating equations found in the literature. The mechanical behavior of the gob is represented by the double-yield model implemented in FLAC 3D.

Pappas and Mark [ 41 ] investigated the behavior of longwall gob material through laboratory tests, concluding that the equation proposed by Salamon [ 42 , 43 ] in the gob model yielded results closest to laboratory tests. In the Salamon gob model, the following equation is presented (Eq.  1 ).

In Eq. ( 1 ), σ represents the uniaxial stress (MPa) on the material, ε denotes the unit deformation of the material under stresses, E 0 stands for the initial tangent modulus (MPa), and ε m represents the maximum unit deformation possible in the compacted rock material.

Equation ( 1 ) was employed in modeling studies to ascertain the mechanical behavior of the gob. With each 1-m advancement in the face, the A6 panel is associated with a double-yield constitutive model for the 1-m section behind the coal face. Consequently, in the model, during the early stages of face advancement, the gob region represents an area that is broken and collapsed, incapable of withstanding the pressure from the roof. In this region, the gob undergoes slow compression, resulting in increased roof stresses.

For the A6 longwall panel model, the equation governing volumetric unit deformation behavior, along with deformation change values, is outlined in Table  5 and expressed in Eq. ( 2 ) (Tables 6 , 7 ).

The FLAC 3D utilized beam structural elements to simulate the supports of the A6 longwall panel gates in the Ömerler underground mine, incorporating SAS. These structural elements are characterized by their geometric and material properties within the FLAC 3D program. For the modeling of RBR, pile structural elements were employed in FLAC 3D. In the model, shell structural elements with an elastic modulus ( E ) of 180 GPa, Poisson’s ratio ( υ ) of 0.3, and a thickness of 45 cm were implemented to represent self-advancing hydraulic roof support units.

2.4.2 Identification and Definition of Monitoring Zones in the Model Geometry

Two separate models have been crafted for three-dimensional analyses. The model reinforced with a steel arch on galleries featuring a horseshoe cross-section is identified as SAS, while the model strengthened with resin-grouted rebar rock bolts is labeled as RBR. In both models, successive activities of preparation (stage 1) and reversible production (stage 2) are presumed to occur. To monitor the stresses and deformations produced in the model, a total of 120 monitoring points have been established. In assessing the numerical analysis results, the focus has been given to two station points positioned above the material gallery (headgate) adjacent to panels A5 and A6. These station points are U9 at 300 m and U3 at 429 m along the material gallery (Fig.  7 ).

figure 7

Placement of the monitoring points in the numerical model

2.4.3 Assumptions and Limitations in the 3D Model

Throughout the modeling process, specific assumptions and constraints were considered. These include:

In the model studies, σ 1 is presumed to be vertical (in the −z direction), while σ 2 and σ 3 are considered horizontal (in the x and y directions).

The length of the A6 longwall panel, originally spanning between 400 and 450 m, was approximated as 500 m in the y direction within the model.

To define the shield support units in the model, were represented using shell structural elements, the SAS with beam structural elements, and the RBR with pile structural elements.

The dip angle of the coal seam where the A6 longwall panel is situated was assumed to be 0° in the model. Additionally, groundwater was disregarded in the modeling studies, as excavation works are conducted above the underground water table.

2.5 Pilot Application and Monitoring Studies

At the TKI-GLI Ömerler underground coal mine, pilot application and monitoring studies to performance analysis of the two different support system have been carried out [ 11 , 12 ]. In the coal mine, a 45-m section located at the headgate of the A6 panel has been designated as a pilot area for testing and monitoring (Fig.  8 ). The commonly used SAS method in the mine has been employed as support in the initial 20-m section of this area. Convergence measurement stations (CO) have been established at three points to monitor displacements associated with coal production in the SAS zone.

Following the completion of the SAS zone, a rock bolting design specified in Fig.  5 has been implemented for the RBR support system in the 25-m section. To address potential safety issues arising from the RBR application in this 25-m zone, previously existing steel arches have been loosened and put into a passive state. Convergence measurement stations (CO) have been established at five points in the RBR zone to monitor displacements associated with coal production (Fig.  8 ).

figure 8

The application zones in the headgate and the number of CO stations in the A6 panel

During the RBR application, after scanning the roof, three rock bolts (P1, M, T1) were initially placed in the roof. Subsequently, angled rock bolts (P2, P3, T2, T3) were installed on both sides of the gallery at angles of 50° and 70°. The rock bolt length ( L ) and spacing ( S ) were taken as 3.3 m and 1 m, respectively, based on the design detailed in Fig.  5 (Fig.  9 ). Holes for rock bolts were drilled using a drilling machine with a 28-mm drill bit. Four resin cartridges with a diameter of 23 mm and a length of 60 cm were placed in each hole. The solidification time for the used resins is 180 s.

For the performance evaluation of the support systems in the pilot application area, monitoring systems have been implemented in both the 20-m SAS zone and the 25-m RBR zone. In each of these zones, sections equipped with convergence (CO) measurement stations at approximately 5-m intervals have been established (Fig.  8 ). Every shift, one measurement was taken, and measurements continued until the 45-m area was traversed and remained beneath the caving zone due to the in-seam production activities Measurements were continuously collected from these stations over time and in conjunction with the progress of the longwall excavation.

figure 9

Typical images of the stages of RBR installation

3 Results and Discussions

3.1 numerical modeling results.

The A6 panel, defined as a longwall panel with a headgate length of 500 m, was separately modeled for the SAS and RBR support systems. Each numerical model was run in two separate stages. In the first stage (stage 1), excavation and reinforcement of the gateroads for the A6 panel were performed. In the second stage (stage 2), the goaf behind the supports in the A6 panel was caved, the longwall face was prepared, and coal production was carried out at 1-m intervals [ 11 ].

The results of these two stages for both models were evaluated separately for the monitoring zone at the 300th meter of the headgate in the A6 panel (U9) and the monitoring point at the 429th meter (U3). Consequently, vertical displacements and changes in vertical secondary stresses were recorded at monitoring points U3 and U9, and the performances of SAS and RBR were assessed. Figure  10 presents the graphical representation of vertical displacement and changes in vertical secondary stresses for the SAS reinforcement model in stage 1. The data obtained from these graphs are specified in Table  8 .

figure 10

( a ) Vertical displacements and ( b ) vertical secondary stresses in the gallery roof at the 300th m of the headgate (monitoring point U9), during gateroad excavation and SAS reinforcement in the A6 panel (Stage-1)

The data in Table  8  and Fig.  10 show that vertical displacements and vertical secondary stresses remain very low in the first 200 m as the excavation face approaches the monitoring point located at the 300th meter of the headgate, denoted as U9. Even with 100 m remaining to reach the U9, the values appear to stay close to the initial primary values in the field. However, as the excavation face approaches the U9 at the 300th meter, vertical displacements and secondary stresses start to change rapidly, and when the excavation face reaches the U9, these values are U  = 57 mm and P =−40 kPa. After the excavation face passes the U9, vertical displacement continues to change rapidly up to the 400th meter. As the excavation face reaches from the 400th to the 500th meter in the gallery, it is understood that the vertical displacement values at the remaining U9 in the gallery change very little, reaching U  = 96.2 mm. Similarly, it is understood that the vertical stress values undergo very little change up to the 500th meter after the excavation face passes the U9. When the excavation face reaches the 500th meter in the gallery, it is observed that the vertical stress values at the remaining U9 point in the gallery remain almost constant, reaching P =−10 kPa.

The vertical displacement and secondary stress values at the U3 monitoring point located at 429 m on the A6 longwall panel (Fig.  7 ) were determined using FLAC 3D. The model outputs showing the vertical displacement and secondary stress values at the U3 during the period from the start of excavation in the longwall face to the 18th meter of the advancing excavation face in the completed preparation panel (stage 2) are presented in Fig.  11 . The vertical displacement and secondary stress values observed in the model outputs are presented in Table  9 .

Table  9  and Fig.  11 illustrate the longwall advancement at 1-m intervals in the model. The monitored U3 point is located at the 429th meter of the headgate, initially positioned 18 m behind the excavation face. As excavation progresses in the longwall face, displacements and stresses at the U3 monitoring point begin to change. While displacements are relatively minor within the first 10 m, they rapidly escalate within the final 8 m (Fig.  11 ). Upon the longwall excavation advancing 18 m and reaching the U3 monitoring point, the total displacement amounts to U  = 376 mm. Initially characterized by tensile stresses, stress variations subsequently transition to compressive stresses. Upon complete advancement of the longwall excavation to the U3 monitoring point, the stress value in the gallery roof amounts to P =−1.8 kPa.

Similar to the SAS support model, the gateroads of the A6 longwall panel were modeled using the RBR support system. Vertical displacement and secondary stress results at the monitoring point labeled U9 are presented in Fig.  12  and Table  10 .

figure 11

( a ) Vertical displacements and ( b ) vertical secondary stresses in the gallery roof at the 429th m of the headgate (monitoring point U3), during gateroad excavation and SAS reinforcement in the A6 panel (Stage-2)

figure 12

( a ) Vertical displacements and ( b ) vertical secondary stresses in the gallery roof at the 300th m of the headgate (monitoring point U9), during gateroad excavation and RBR reinforcement in the A6 panel (Stage-1)

Table  10  and Fig.  12 reveal that within the initial 200 m, vertical displacement and secondary stress values remain relatively low as the excavation face progresses towards the monitoring point at the 300th meter of the headgate, identified as U9. Even with only 100 m left to reach U9, these values stay close to their initial measurements. However, as the excavation face nears U9, both vertical displacements and secondary stresses start to rise rapidly. Upon reaching U9, these values reach U  = 14.7 mm and P =−3463 kPa. Beyond U9, vertical displacement continues to fluctuate rapidly until the 400th meter. From the 400th to the 500th meter, minimal changes are observed in vertical displacement at the remaining U9, stabilizing at U  = 26.4 mm. Similarly, vertical stress values decrease rapidly until the 400th meter after surpassing U9, then stabilize until the 500th meter. At the 500th meter, vertical stress values at the remaining U9 remain almost constant, reaching P =−3344 kPa (Table  10 ; Fig.  12 ).

The vertical displacement and secondary stress results at the monitoring point labeled U3, up to the 18th excavation of the 1-m coal face (stage 2), for the RBR support model are presented in Fig.  13  and Table  11 .

figure 13

( a ) Vertical displacements and ( b ) vertical secondary stresses in the gallery roof at the 429th m of the headgate (monitoring point U3), during gateroad excavation and RBR reinforcement in the A6 panel (Stage-2)

As seen in Table  11  and Fig.  13 , the longwall advancement in the model was executed at 1-m intervals. The monitored U3 point is located at the 429th meter of the gateroad. This point is initially positioned 18 m behind the excavation face. As excavation progresses in the longwall face, displacements and stresses at the U3 monitoring point begin to change. Displacement values, which initiate within the first 10 m, rapidly escalate within the final 8 m (Fig.  13 ). Upon the longwall excavation advancing 18 m and reaching the U3 monitoring point, the total displacement amounts to U  = 106 mm. While stress variations remain nearly constant up to the last 8 m, they subsequently decrease rapidly, culminating at a stress value of P =−1840 kPa when the excavation face reaches the U3 monitoring point (Table  11 ; Fig.  13 ).

3.2 In Situ Measurement Results

Continuous convergence measurements were taken from CO stations set up in the field to determine the performance of the existing SAS reinforcement in the 20-m zone in front of the coal face where production takes place and the subsequent 25-m zone where RBR is applied [ 12 ]. In the first 20-m section with SAS located just ahead of the coal excavation face, measurements were taken from three CO (CO-1, CO-2, and CO-3) stations, while in the following 25-m section with RBR, measurements were taken from five CO measurement stations (CO-4, CO-5, CO-6, CO-7, and CO-8). The measurement results obtained over time are presented in Fig.  14 , and those related to the distance from the coal face are depicted in Fig.  15 .

As depicted in Fig.  14 , the blue curves representing the SAS zone have experienced faster and larger deformations compared to the red curves representing the RBR zone. Convergence values in the SAS zone ranged from 234.46 to 391.60 mm, while in the RBR zone, they ranged from 105.78 to 203.94 mm. Due to the distance of 10 m between the last station CO-3 within the SAS zone and the starting point of the RBR zone, it is considered that the RBR zone affects this point within the SAS zone, resulting in convergence values measured at the CO-3 station to be lower than those at CO-1 and CO-2 stations.

figure 14

Time-dependent convergence curves obtained in the SAS and RBR zones of the A6 headgate

figure 15

Convergence curves as a function of distance from the coal face obtained in the SAS and RBR zones of the A6 headgate

Figure  15 considers the progress distances in the coal face. As depicted in the presented graph, in the SAS-zone (blue curves), convergence values reach 391.602 mm at the CO-1 station, which is closest to the excavation face. Similarly, in the RBR zone, the convergence value measured at the CO-4 station, closest to the excavation face, is 203.94 mm. As the excavation face progresses in the RBR zone, the convergence values read at the other CO-5, CO-6, CO-7, and CO-8 stations in this zone reach a maximum of 105.78 mm. This situation is related to the liberation of the gallery roof from the influence of the SAS zone.

When considering the maximum displacement values observed under the same conditions for both zones, it is determined that the RBR-reinforced zone performs its duty of supporting the roof during coal production activities 52% more successfully than the SAS-reinforced zone.

3.3 Numerical Modeling and In Situ Measurement Results Evaluation

In this section, the numerical modeling results and in situ measurement results of vertical displacement values associated with the advancement of the coal face have been compared on the same graph for SAS and RBR support systems (Fig.  16 ). Vertical displacement values from the numerical models created for SAS and RBR support systems were compared with convergence measurement results obtained in the field at the CO-2 station located in the middle of the SAS zone and the CO-6 station located in the middle of the RBR zone, relative to the monitored U3 observation point. These results are presented on the same graph in Fig.  16 .

figure 16

Comparison of numerical modeling and in situ measurement results for vertical displacement values due to 18-m coal excavation for SAS and RBR

As seen in Fig.  16 , according to the numerical model results, a vertical displacement of 250 mm occurred in the roof over the 18-m advancement of the coal face for the SAS, while the in situ measurements indicate this value to be 363.76 mm. For the RBR, the numerical model results predict a vertical displacement of 51 mm over the 18-m advancement of the coal face, whereas the in situ measurements show this value to be 76.36 mm. Consequently, Fig.  16 reveals that both the numerical model results and the in situ measurement results indicate that the RBR reinforcement system performs its support function more effectively during the advancement of the coal face compared to the SAS reinforcement system.

In Fig.  16 , differences between the vertical displacement results obtained from numerical analysis and in situ measurements are observed in both RBR and SAS systems. These differences are due to the local complex geological conditions of the measurement area and the unsystematic nature of mining activities. In other words, these differences are associated with problems hindering the systematic progress of mining activities in the A6 panel. While activities such as reinforcement design are systematically conducted in numerical analyses, real-world mining schedules are not always executed as planned due to issues like belt malfunctions, ventilation problems, and equipment breakdowns. Predicting and integrating such unforeseen circumstances into numerical models, especially in underground mining activities, is quite challenging. A similar situation holds for the Ömerler coal mine site discussed in this study. Therefore, the differences observed between the numerical analysis outputs and the actual measurement results in Fig.  16 can be attributed to irregular delays caused by unwanted issues in mining activities. In conclusion, the comparison presented in Fig.  16 demonstrates that the RBR system provides more effective support during the advancement of the coal face compared to the SAS system. This finding is supported by both the numerical model results and the in situ measurements.

4 Conclusions

In this study, the feasibility of rock bolting support in an underground coal mine gallery with a thick coal seam has been investigated through numerical modeling. In this context, the Ömerler underground coal mine area, belonging to the TKI-GLI which is located in the Tavşanlı district of Kütahya province, was selected as the study area. Rock mass and rock material properties were determined through in situ and laboratory studies conducted in the mine, and experimental, empirical, and numerical analyses were performed based on the obtained data. Numerical modeling was conducted using FLAC3D v6.0 finite difference method modeling software.

According to the design results obtained, the RBR and SAS were implemented in the pilot application area. In situ monitoring studies were carried out to evaluate the performance of the RBR and SAS systems in this pilot application area.

The results of the numerical modeling indicated that there were less displacement and less secondary stress change in the RBR-supported area compared to the SAS-supported area. Additionally, in situ measurements showed that the RBR more successfully supported the roof during coal production activities. It was determined that the RBR supported the roof 52% more effectively compared to the SAS.

These findings demonstrate that when evaluating the applicability of rock bolting support systems in underground galleries with thick coal seams in the Ömerler underground coal mine, the RBR system is a more effective solution. This study emphasizes the importance of more sustainable and secure support systems to enhance operational efficiency in the coal mining industry.

Kaygusuz K (2009) Energy and environmental issues relating to greenhouse gas emissions for sustainable development in Turkey. Renew Sustain Energy Rev 13:253–270. https://doi.org/10.1016/j.rser.2007.07.009

Article   Google Scholar  

Jiang L, Xue D, Wei Z, Chen Z, Mirzayev M, Chen Y, Chen Z (2022) Coal decarbonization: a state-of-the-art review of enhanced hydrogen production in underground coal gasification. Energy Reviews 1:10004. https://doi.org/10.1016/j.enrev.2022.100004

Brodny J, Felka D, Tutak M (2023) Applying an automatic gasometry system and a fuzzy set theory to assess the state of gas hazard during the coal mining production process. Eng Sci 23:891. https://doi.org/10.30919/es891

Monika, Govil H, Guha S (2023) Underground mine deformation monitoring using Synthetic aperture radar technique: a case study of Rajgamar coal mine of Korba Chhattisgarh, India. J Appl Geophys 209:104899. https://doi.org/10.1016/j.jappgeo.2022.104899

International Energy Agency (IEA) (2022) World energy outlook. https://www.iea.org/reports/world-energy-outlook-2022 . Accessed 19 Jul 2023

Çelik A, Özçelik Y (2023) Investigation of the effect of caving height on the efficiency of the longwall top coal caving production method applied in inclined and thick coal seams by physical modeling. Int J Rock Mech Min Sci 162:105304. https://doi.org/10.1016/j.ijrmms.2022.105304

Brinzan D (2012) Fault analysis and operational reliability of longwall mining shearers. Environ Eng Manage J 11(7):1241–1246

Ghosh GK, Sivakumar C (2018) Application of underground microseismic monitoring for ground failure and secure longwall coal mining operation: a case study in an Indian mine. J Appl Geophys 150:21–39. https://doi.org/10.1016/j.jappgeo.2018.01.004

Mesutoğlu M, Özkan İ (2019) An evaluation on in-situ Schmidt Hardness Index and Point load strength test results performed in large scale coal face. Konya J Eng Sci 7(4):681–695. https://doi.org/10.36306/konjes.654446

Wang Y, He M, Yang J, Wang Q, Liu J, Tian X, Gao Y (2020) Case study on pressure-relief mining technology without advance tunneling and coal pillars in longwall mining. Tunn Undergr Sp 97:103236. https://doi.org/10.1016/j.tust.2019.103236

Mesutoglu M (2019) Determination of rock bolt and steel set behaviors used in control of longwall tailgate roof strata by numerical analysis. Dissertation, Konya Technical University

Ozkan I, Genis M, Uysal O, Mesutoglu M (2022) New technology for roof support of coal roadways in our national underground coal mining: Design of roof bolt systems. TUBITAK Project No:116M698, Final Report

Cao C, Nemcik J, Aziz N, Ren T (2012) Failure models of rock bolting underground mines. In: Proceedings of the 2012 Coal Operators’ Conference, 16-17 February, NSW, Australia

Kang H, Wu Y, Gao F, Lin J, Jiang P (2013) Fracture characteristics in rock bolts in underground coal mine roadways. Int J Rock Mech Min Sci 62:105–112. https://doi.org/10.1016/j.ijrmms.2013.04.006

Ghadimi M, Shahriar K, Jalalifar H (2015) A new analytical solution for the displacement of fully grouted rock bolt in rock joints and experimental and numerical verifications. Tunn Undergr Sp 50:143–151. https://doi.org/10.1016/j.tust.2015.07.014

Li X, Si G, Oh J, Corbett P, O’Sullivan T, Xiang Z, Aziz N, Mirzaghorbanali A (2022) Effect of pretension on the performance of cable bolts and its optimization in underground coal mines with various geological conditions. Int J Rock Mech Min Sci 152:105076. https://doi.org/10.1016/j.ijrmms.2022.105076

Chen J, Liu P, Liu L, Zeng B, Zhao H, Zhan C, Zhang J, Li D (2022) Anchorage performance of a modified cable anchor subjected to different joint opening conditions. Constr Build Mater 336:127558. https://doi.org/10.1016/j.conbuildmat.2022.127558

Peng SS, Tang DHY (1984) Roof bolting in underground mining: a state-of-the-art review. Int J Min Eng 2:1–42. https://doi.org/10.1007/BF00880855

Brown ET (1999) The evolution of support and reinforcement philosophy and practice for underground mining excavations. In: Proceedings of the International Symposium on Ground Support, 15-17 March, Kalgoorlie, Western Australia

Bieniawski ZT (1973) Engineering classification of jointed rock masses. Civil Eng South Afr 15(12):335–344

Google Scholar  

Ünal E (1983) Development of design guidelines and roof control standards for coal mine roofs. Dissertation, The Pennsylvania State University

Ünal E (1986) A rock-bolt design method, developed for roadways. In: Proceedings of 5th Coal Congress of Turkey, 3–9 May, Zonguldak, Turkey

Ünal E (1989) Support selection of mine roadways by means of a computer program. In: Proceedings of 30th US Symposium on Rock Mechanics, Morgantown, USA

Venkateswarlu V (1986) Geomechanics classification of coal measure rocks vis-a-vis roof supports. Dissertation, Indian School of Mines

Lowson A, Bieniawski ZT (2013) Critical assessment of RMR based tunnel design practices: a practical engineer’s approach, In: Proceedings of Rapid Excavation & Tunneling Conference, 23-26 June, Washington, USA

Barton N, Lien R, Lunde J (1974) Engineering classification of rock masses for the design of tunnel support. Rock Mech 6(4):189–236

Grimstad E, Barton N (1995) Rock mass classification and the use of NMT in India. In: Proceedings of Conference on Design and Construction of Underground Structures, 23-25 February, New Delhi, India

Deere DU, Peck RB, Parker HW, Monsees JE, Schmidt B (1970) Design of tunnel support systems: highway research record. Highway Res Board 339:26–33

Merritt AH (1972) Geologic prediction for underground excavations. In: Proceedings of North American Rapid Excavation and Tunneling Conference, 5-7 June, Chicago, USA

Panek LA (1964) Design for bolting stratified roof. Trans SME 229:113–119

Jiang JQ, Sun CJ, Yin ZD et al (2004) Study and practice of bottom slicing relieving mining in condition of trouble coal seams with high ground stress under deep coal mine. J China Coal Soc 29:1–6

Feng GR, Zhang XY, Li JJ et al (2009) Feasibility on the upward mining of the left-over coal above goaf with pillar supporting method. J China Coal Soc 34:726–730

Feng GR, Ren YF, Wang XX et al (2011) Experimental study on the upward mining of the left-over coal above gob area mined with caving method in Baijiazhuang Coal Mine. J China Coal Soc 36:544–550

Wang SF, Li XB, Wang SY (2017) Separation and fracturing in overlying strata disturbed by longwall mining in a mineral deposit seam. Eng Geol 226:257–266. https://doi.org/10.1016/j.enggeo.2017.06.015

Yang L, Yuqi R, Xinghai L, Nan W, Xiangyang J (2023) Numerical modeling and onsite detection analysis of upward mining feasibility of residual coal from multi–gobs in close–multiple coal seams. Min Metall Explor 40:1153–1169. https://doi.org/10.1007/s42461-023-00796-0

Celik R (2005) Developing of moving procedure for powered supports in Ömerler coal mine. Dissertation, Osmangazi University

Mesutoğlu M, Özkan İ (2019) In-situ application of Schmidt hammer test on a coal face with large-scale. Proceedings of the 14th International Congress on Rock Mechanics and Rock Engineering (ISRM 2019), September 13–18, 2019, Foz do Iguassu, Brazil, 3790. https://doi.org/10.1201/9780367823177

Mesutoğlu M, Özkan İ, Rodriguez-Dono A (2024) Determination by numerical modeling of stress-strain variations resulting from gallery cross-section changes in a longwall top coal caving panel. Konya J Eng Sci 12(1):231–250. https://doi.org/10.36306/konjes.1410892

Genis M, Aydan O (2007) Static and dynamic stability of a large underground opening. In: Proceedings of the 2nd Symposium on Underground Excavations for Transportation (in Turkish), 15-17 November, Istanbul, Turkey

Aydan Ö (2000) A new stress inference method for the stress state of Earth’s crust and its application. Bull Earth Sci 22:223–236

Pappas DM, Mark C (1993) Behavior of simulated longwall gob material. Department of the Interior, Bureau of Mines, RI: 9458-32, USA

Salamon M (1990) Mechanism of caving in longwall coal mining. Rock mechanics contributions and challenges. Proceedings of the 31st US symposium 161–168. https://doi.org/10.1201/9781003078944

He F, Xu X, Qin B, Li L, Lv K, Li X (2022) Study on deformation mechanism and control technology of surrounding rock during reuse of gob side entry retaining by roof pre-splitting. Eng Fail Anal 137:106271. https://doi.org/10.1016/j.engfailanal.2022.106271

Download references

Acknowledgements

The authors would like to thank the staff of the Turkish Coal Enterprises (TKI) and West Lignite Enterprise (GLI) for their assistance in the field studies.

Open access funding provided by the Scientific and Technological Research Council of Türkiye (TÜBİTAK). This study was supported by TUBITAK (The Scientific and Technological Research Council of Turkey) under the 1001 project (Project No: 116M698), and financial support for this research was provided by the Directorate of the Research Fund of Selcuk University (Project number 16101009). 

Author information

Authors and affiliations.

Department of Mining Engineering, Konya Technical University, Konya, Turkey

Mehmet Mesutoglu & Ihsan Ozkan

You can also search for this author in PubMed   Google Scholar

Corresponding author

Correspondence to Mehmet Mesutoglu .

Ethics declarations

Conflict of interest.

The authors declare no competing interests.

Additional information

Publisher’s note.

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ .

Reprints and permissions

About this article

Mesutoglu, M., Ozkan, I. Evaluation and Comparison of Rock Bolting Versus Steel Arch Support Systems in Thick Coal Seam Underground Galleries: A Case Study. Mining, Metallurgy & Exploration (2024). https://doi.org/10.1007/s42461-024-00994-4

Download citation

Received : 14 February 2024

Accepted : 24 April 2024

Published : 05 June 2024

DOI : https://doi.org/10.1007/s42461-024-00994-4

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

  • Coal mining
  • Top coal caving
  • Find a journal
  • Publish with us
  • Track your research
  • Do Not Sell My Personal Info

Get Started Now!

  •  ⋅ 

Google Case Study Shows Importance Of Structured Data

Google published a case study showing how structured data and optimizing URLs for crawling resulted in nearly doubling clicks from the SERPs

a case study approach to data exploration

Google published a case study that shows how using structured data and following best practices improved discoverability and brought more search traffic. The case study was about the use of Video structured data but the insights shared are applicable across a range of content types.

The new case study is about an Indonesian publisher called Vidio.

How CDNs Can Cause Indexing Problems

One of the interesting points in the case study is about an issue related to how CDNs can link to image and video files with expiring URLs. The new documentation specifically mentions that it’s important that the CDN uses stable URLs and links to another Google documentation page that goes into more detail.

Google explains that some CDNs use quickly expiring URLs for video and thumbnail files and encourages publishers and SEOs to use just one stable URL for each video. Something interesting to note is that not only does this help Google index the files it also helps Google collect user interest signals.

This is what the documentation advises :

“Some CDNs use quickly expiring URLs for video and thumbnail files. These URLs may prevent Google from successfully indexing your videos or fetching the video files. This also makes it harder for Google to understand users’ interest in your videos over time. Use a single unique and stable URL for each video. This allows Google to discover and process the videos consistently, confirm they are still available and collect correct signals on the videos.”

Implementing The Correct Structured Data

Google highlighted the importance of using the correct structured data and validating it with Google’s structured data testing tool.

These are the results of the above work:

“Within a year of implementing VideoObject markup, Vidio saw improvements in impressions and clicks on their video pages. While the number of videos that Vidio published from Q1 2022 to Q1 2023 increased by ~30%, adding VideoObject markup made their videos eligible for display in various places on Google. This led to an increase of ~3x video impressions and close to 2x video clicks on Google Search. Vidio also used the Search Console video indexing report and performance report, which helped them to identify and fix issues for their entire platform.”

Indexing + Structured Data = More Visibility

The keys to better search performance were ensuring that Google is able to crawl the URLs, which is something that can easily be overlooked in the rush to correlate a drop in rankings to a recent algorithm update. Never rule anything out during a site audit.

Another thing the case study recommends that is important is to assure that the proper structured data is being used. Using the appropriate structured data can help make a webpage qualify for improved search visibility through one of Google’s enhanced search features like featured snippets.

Read Google’s case study:

How Vidio brought more locally relevant video-on-demand (VOD) content to Indonesian users through Google Search

Featured Image by Shutterstock/Anton Vierietin

I have 25 years hands-on experience in SEO and have kept on  top of the evolution of search every step ...

Subscribe To Our Newsletter.

Conquer your day with daily search marketing news.

  • Open access
  • Published: 27 June 2011

The case study approach

  • Sarah Crowe 1 ,
  • Kathrin Cresswell 2 ,
  • Ann Robertson 2 ,
  • Guro Huby 3 ,
  • Anthony Avery 1 &
  • Aziz Sheikh 2  

BMC Medical Research Methodology volume  11 , Article number:  100 ( 2011 ) Cite this article

784k Accesses

1048 Citations

37 Altmetric

Metrics details

The case study approach allows in-depth, multi-faceted explorations of complex issues in their real-life settings. The value of the case study approach is well recognised in the fields of business, law and policy, but somewhat less so in health services research. Based on our experiences of conducting several health-related case studies, we reflect on the different types of case study design, the specific research questions this approach can help answer, the data sources that tend to be used, and the particular advantages and disadvantages of employing this methodological approach. The paper concludes with key pointers to aid those designing and appraising proposals for conducting case study research, and a checklist to help readers assess the quality of case study reports.

Peer Review reports

Introduction

The case study approach is particularly useful to employ when there is a need to obtain an in-depth appreciation of an issue, event or phenomenon of interest, in its natural real-life context. Our aim in writing this piece is to provide insights into when to consider employing this approach and an overview of key methodological considerations in relation to the design, planning, analysis, interpretation and reporting of case studies.

The illustrative 'grand round', 'case report' and 'case series' have a long tradition in clinical practice and research. Presenting detailed critiques, typically of one or more patients, aims to provide insights into aspects of the clinical case and, in doing so, illustrate broader lessons that may be learnt. In research, the conceptually-related case study approach can be used, for example, to describe in detail a patient's episode of care, explore professional attitudes to and experiences of a new policy initiative or service development or more generally to 'investigate contemporary phenomena within its real-life context' [ 1 ]. Based on our experiences of conducting a range of case studies, we reflect on when to consider using this approach, discuss the key steps involved and illustrate, with examples, some of the practical challenges of attaining an in-depth understanding of a 'case' as an integrated whole. In keeping with previously published work, we acknowledge the importance of theory to underpin the design, selection, conduct and interpretation of case studies[ 2 ]. In so doing, we make passing reference to the different epistemological approaches used in case study research by key theoreticians and methodologists in this field of enquiry.

This paper is structured around the following main questions: What is a case study? What are case studies used for? How are case studies conducted? What are the potential pitfalls and how can these be avoided? We draw in particular on four of our own recently published examples of case studies (see Tables 1 , 2 , 3 and 4 ) and those of others to illustrate our discussion[ 3 – 7 ].

What is a case study?

A case study is a research approach that is used to generate an in-depth, multi-faceted understanding of a complex issue in its real-life context. It is an established research design that is used extensively in a wide variety of disciplines, particularly in the social sciences. A case study can be defined in a variety of ways (Table 5 ), the central tenet being the need to explore an event or phenomenon in depth and in its natural context. It is for this reason sometimes referred to as a "naturalistic" design; this is in contrast to an "experimental" design (such as a randomised controlled trial) in which the investigator seeks to exert control over and manipulate the variable(s) of interest.

Stake's work has been particularly influential in defining the case study approach to scientific enquiry. He has helpfully characterised three main types of case study: intrinsic , instrumental and collective [ 8 ]. An intrinsic case study is typically undertaken to learn about a unique phenomenon. The researcher should define the uniqueness of the phenomenon, which distinguishes it from all others. In contrast, the instrumental case study uses a particular case (some of which may be better than others) to gain a broader appreciation of an issue or phenomenon. The collective case study involves studying multiple cases simultaneously or sequentially in an attempt to generate a still broader appreciation of a particular issue.

These are however not necessarily mutually exclusive categories. In the first of our examples (Table 1 ), we undertook an intrinsic case study to investigate the issue of recruitment of minority ethnic people into the specific context of asthma research studies, but it developed into a instrumental case study through seeking to understand the issue of recruitment of these marginalised populations more generally, generating a number of the findings that are potentially transferable to other disease contexts[ 3 ]. In contrast, the other three examples (see Tables 2 , 3 and 4 ) employed collective case study designs to study the introduction of workforce reconfiguration in primary care, the implementation of electronic health records into hospitals, and to understand the ways in which healthcare students learn about patient safety considerations[ 4 – 6 ]. Although our study focusing on the introduction of General Practitioners with Specialist Interests (Table 2 ) was explicitly collective in design (four contrasting primary care organisations were studied), is was also instrumental in that this particular professional group was studied as an exemplar of the more general phenomenon of workforce redesign[ 4 ].

What are case studies used for?

According to Yin, case studies can be used to explain, describe or explore events or phenomena in the everyday contexts in which they occur[ 1 ]. These can, for example, help to understand and explain causal links and pathways resulting from a new policy initiative or service development (see Tables 2 and 3 , for example)[ 1 ]. In contrast to experimental designs, which seek to test a specific hypothesis through deliberately manipulating the environment (like, for example, in a randomised controlled trial giving a new drug to randomly selected individuals and then comparing outcomes with controls),[ 9 ] the case study approach lends itself well to capturing information on more explanatory ' how ', 'what' and ' why ' questions, such as ' how is the intervention being implemented and received on the ground?'. The case study approach can offer additional insights into what gaps exist in its delivery or why one implementation strategy might be chosen over another. This in turn can help develop or refine theory, as shown in our study of the teaching of patient safety in undergraduate curricula (Table 4 )[ 6 , 10 ]. Key questions to consider when selecting the most appropriate study design are whether it is desirable or indeed possible to undertake a formal experimental investigation in which individuals and/or organisations are allocated to an intervention or control arm? Or whether the wish is to obtain a more naturalistic understanding of an issue? The former is ideally studied using a controlled experimental design, whereas the latter is more appropriately studied using a case study design.

Case studies may be approached in different ways depending on the epistemological standpoint of the researcher, that is, whether they take a critical (questioning one's own and others' assumptions), interpretivist (trying to understand individual and shared social meanings) or positivist approach (orientating towards the criteria of natural sciences, such as focusing on generalisability considerations) (Table 6 ). Whilst such a schema can be conceptually helpful, it may be appropriate to draw on more than one approach in any case study, particularly in the context of conducting health services research. Doolin has, for example, noted that in the context of undertaking interpretative case studies, researchers can usefully draw on a critical, reflective perspective which seeks to take into account the wider social and political environment that has shaped the case[ 11 ].

How are case studies conducted?

Here, we focus on the main stages of research activity when planning and undertaking a case study; the crucial stages are: defining the case; selecting the case(s); collecting and analysing the data; interpreting data; and reporting the findings.

Defining the case

Carefully formulated research question(s), informed by the existing literature and a prior appreciation of the theoretical issues and setting(s), are all important in appropriately and succinctly defining the case[ 8 , 12 ]. Crucially, each case should have a pre-defined boundary which clarifies the nature and time period covered by the case study (i.e. its scope, beginning and end), the relevant social group, organisation or geographical area of interest to the investigator, the types of evidence to be collected, and the priorities for data collection and analysis (see Table 7 )[ 1 ]. A theory driven approach to defining the case may help generate knowledge that is potentially transferable to a range of clinical contexts and behaviours; using theory is also likely to result in a more informed appreciation of, for example, how and why interventions have succeeded or failed[ 13 ].

For example, in our evaluation of the introduction of electronic health records in English hospitals (Table 3 ), we defined our cases as the NHS Trusts that were receiving the new technology[ 5 ]. Our focus was on how the technology was being implemented. However, if the primary research interest had been on the social and organisational dimensions of implementation, we might have defined our case differently as a grouping of healthcare professionals (e.g. doctors and/or nurses). The precise beginning and end of the case may however prove difficult to define. Pursuing this same example, when does the process of implementation and adoption of an electronic health record system really begin or end? Such judgements will inevitably be influenced by a range of factors, including the research question, theory of interest, the scope and richness of the gathered data and the resources available to the research team.

Selecting the case(s)

The decision on how to select the case(s) to study is a very important one that merits some reflection. In an intrinsic case study, the case is selected on its own merits[ 8 ]. The case is selected not because it is representative of other cases, but because of its uniqueness, which is of genuine interest to the researchers. This was, for example, the case in our study of the recruitment of minority ethnic participants into asthma research (Table 1 ) as our earlier work had demonstrated the marginalisation of minority ethnic people with asthma, despite evidence of disproportionate asthma morbidity[ 14 , 15 ]. In another example of an intrinsic case study, Hellstrom et al.[ 16 ] studied an elderly married couple living with dementia to explore how dementia had impacted on their understanding of home, their everyday life and their relationships.

For an instrumental case study, selecting a "typical" case can work well[ 8 ]. In contrast to the intrinsic case study, the particular case which is chosen is of less importance than selecting a case that allows the researcher to investigate an issue or phenomenon. For example, in order to gain an understanding of doctors' responses to health policy initiatives, Som undertook an instrumental case study interviewing clinicians who had a range of responsibilities for clinical governance in one NHS acute hospital trust[ 17 ]. Sampling a "deviant" or "atypical" case may however prove even more informative, potentially enabling the researcher to identify causal processes, generate hypotheses and develop theory.

In collective or multiple case studies, a number of cases are carefully selected. This offers the advantage of allowing comparisons to be made across several cases and/or replication. Choosing a "typical" case may enable the findings to be generalised to theory (i.e. analytical generalisation) or to test theory by replicating the findings in a second or even a third case (i.e. replication logic)[ 1 ]. Yin suggests two or three literal replications (i.e. predicting similar results) if the theory is straightforward and five or more if the theory is more subtle. However, critics might argue that selecting 'cases' in this way is insufficiently reflexive and ill-suited to the complexities of contemporary healthcare organisations.

The selected case study site(s) should allow the research team access to the group of individuals, the organisation, the processes or whatever else constitutes the chosen unit of analysis for the study. Access is therefore a central consideration; the researcher needs to come to know the case study site(s) well and to work cooperatively with them. Selected cases need to be not only interesting but also hospitable to the inquiry [ 8 ] if they are to be informative and answer the research question(s). Case study sites may also be pre-selected for the researcher, with decisions being influenced by key stakeholders. For example, our selection of case study sites in the evaluation of the implementation and adoption of electronic health record systems (see Table 3 ) was heavily influenced by NHS Connecting for Health, the government agency that was responsible for overseeing the National Programme for Information Technology (NPfIT)[ 5 ]. This prominent stakeholder had already selected the NHS sites (through a competitive bidding process) to be early adopters of the electronic health record systems and had negotiated contracts that detailed the deployment timelines.

It is also important to consider in advance the likely burden and risks associated with participation for those who (or the site(s) which) comprise the case study. Of particular importance is the obligation for the researcher to think through the ethical implications of the study (e.g. the risk of inadvertently breaching anonymity or confidentiality) and to ensure that potential participants/participating sites are provided with sufficient information to make an informed choice about joining the study. The outcome of providing this information might be that the emotive burden associated with participation, or the organisational disruption associated with supporting the fieldwork, is considered so high that the individuals or sites decide against participation.

In our example of evaluating implementations of electronic health record systems, given the restricted number of early adopter sites available to us, we sought purposively to select a diverse range of implementation cases among those that were available[ 5 ]. We chose a mixture of teaching, non-teaching and Foundation Trust hospitals, and examples of each of the three electronic health record systems procured centrally by the NPfIT. At one recruited site, it quickly became apparent that access was problematic because of competing demands on that organisation. Recognising the importance of full access and co-operative working for generating rich data, the research team decided not to pursue work at that site and instead to focus on other recruited sites.

Collecting the data

In order to develop a thorough understanding of the case, the case study approach usually involves the collection of multiple sources of evidence, using a range of quantitative (e.g. questionnaires, audits and analysis of routinely collected healthcare data) and more commonly qualitative techniques (e.g. interviews, focus groups and observations). The use of multiple sources of data (data triangulation) has been advocated as a way of increasing the internal validity of a study (i.e. the extent to which the method is appropriate to answer the research question)[ 8 , 18 – 21 ]. An underlying assumption is that data collected in different ways should lead to similar conclusions, and approaching the same issue from different angles can help develop a holistic picture of the phenomenon (Table 2 )[ 4 ].

Brazier and colleagues used a mixed-methods case study approach to investigate the impact of a cancer care programme[ 22 ]. Here, quantitative measures were collected with questionnaires before, and five months after, the start of the intervention which did not yield any statistically significant results. Qualitative interviews with patients however helped provide an insight into potentially beneficial process-related aspects of the programme, such as greater, perceived patient involvement in care. The authors reported how this case study approach provided a number of contextual factors likely to influence the effectiveness of the intervention and which were not likely to have been obtained from quantitative methods alone.

In collective or multiple case studies, data collection needs to be flexible enough to allow a detailed description of each individual case to be developed (e.g. the nature of different cancer care programmes), before considering the emerging similarities and differences in cross-case comparisons (e.g. to explore why one programme is more effective than another). It is important that data sources from different cases are, where possible, broadly comparable for this purpose even though they may vary in nature and depth.

Analysing, interpreting and reporting case studies

Making sense and offering a coherent interpretation of the typically disparate sources of data (whether qualitative alone or together with quantitative) is far from straightforward. Repeated reviewing and sorting of the voluminous and detail-rich data are integral to the process of analysis. In collective case studies, it is helpful to analyse data relating to the individual component cases first, before making comparisons across cases. Attention needs to be paid to variations within each case and, where relevant, the relationship between different causes, effects and outcomes[ 23 ]. Data will need to be organised and coded to allow the key issues, both derived from the literature and emerging from the dataset, to be easily retrieved at a later stage. An initial coding frame can help capture these issues and can be applied systematically to the whole dataset with the aid of a qualitative data analysis software package.

The Framework approach is a practical approach, comprising of five stages (familiarisation; identifying a thematic framework; indexing; charting; mapping and interpretation) , to managing and analysing large datasets particularly if time is limited, as was the case in our study of recruitment of South Asians into asthma research (Table 1 )[ 3 , 24 ]. Theoretical frameworks may also play an important role in integrating different sources of data and examining emerging themes. For example, we drew on a socio-technical framework to help explain the connections between different elements - technology; people; and the organisational settings within which they worked - in our study of the introduction of electronic health record systems (Table 3 )[ 5 ]. Our study of patient safety in undergraduate curricula drew on an evaluation-based approach to design and analysis, which emphasised the importance of the academic, organisational and practice contexts through which students learn (Table 4 )[ 6 ].

Case study findings can have implications both for theory development and theory testing. They may establish, strengthen or weaken historical explanations of a case and, in certain circumstances, allow theoretical (as opposed to statistical) generalisation beyond the particular cases studied[ 12 ]. These theoretical lenses should not, however, constitute a strait-jacket and the cases should not be "forced to fit" the particular theoretical framework that is being employed.

When reporting findings, it is important to provide the reader with enough contextual information to understand the processes that were followed and how the conclusions were reached. In a collective case study, researchers may choose to present the findings from individual cases separately before amalgamating across cases. Care must be taken to ensure the anonymity of both case sites and individual participants (if agreed in advance) by allocating appropriate codes or withholding descriptors. In the example given in Table 3 , we decided against providing detailed information on the NHS sites and individual participants in order to avoid the risk of inadvertent disclosure of identities[ 5 , 25 ].

What are the potential pitfalls and how can these be avoided?

The case study approach is, as with all research, not without its limitations. When investigating the formal and informal ways undergraduate students learn about patient safety (Table 4 ), for example, we rapidly accumulated a large quantity of data. The volume of data, together with the time restrictions in place, impacted on the depth of analysis that was possible within the available resources. This highlights a more general point of the importance of avoiding the temptation to collect as much data as possible; adequate time also needs to be set aside for data analysis and interpretation of what are often highly complex datasets.

Case study research has sometimes been criticised for lacking scientific rigour and providing little basis for generalisation (i.e. producing findings that may be transferable to other settings)[ 1 ]. There are several ways to address these concerns, including: the use of theoretical sampling (i.e. drawing on a particular conceptual framework); respondent validation (i.e. participants checking emerging findings and the researcher's interpretation, and providing an opinion as to whether they feel these are accurate); and transparency throughout the research process (see Table 8 )[ 8 , 18 – 21 , 23 , 26 ]. Transparency can be achieved by describing in detail the steps involved in case selection, data collection, the reasons for the particular methods chosen, and the researcher's background and level of involvement (i.e. being explicit about how the researcher has influenced data collection and interpretation). Seeking potential, alternative explanations, and being explicit about how interpretations and conclusions were reached, help readers to judge the trustworthiness of the case study report. Stake provides a critique checklist for a case study report (Table 9 )[ 8 ].

Conclusions

The case study approach allows, amongst other things, critical events, interventions, policy developments and programme-based service reforms to be studied in detail in a real-life context. It should therefore be considered when an experimental design is either inappropriate to answer the research questions posed or impossible to undertake. Considering the frequency with which implementations of innovations are now taking place in healthcare settings and how well the case study approach lends itself to in-depth, complex health service research, we believe this approach should be more widely considered by researchers. Though inherently challenging, the research case study can, if carefully conceptualised and thoughtfully undertaken and reported, yield powerful insights into many important aspects of health and healthcare delivery.

Yin RK: Case study research, design and method. 2009, London: Sage Publications Ltd., 4

Google Scholar  

Keen J, Packwood T: Qualitative research; case study evaluation. BMJ. 1995, 311: 444-446.

Article   CAS   PubMed   PubMed Central   Google Scholar  

Sheikh A, Halani L, Bhopal R, Netuveli G, Partridge M, Car J, et al: Facilitating the Recruitment of Minority Ethnic People into Research: Qualitative Case Study of South Asians and Asthma. PLoS Med. 2009, 6 (10): 1-11.

Article   Google Scholar  

Pinnock H, Huby G, Powell A, Kielmann T, Price D, Williams S, et al: The process of planning, development and implementation of a General Practitioner with a Special Interest service in Primary Care Organisations in England and Wales: a comparative prospective case study. Report for the National Co-ordinating Centre for NHS Service Delivery and Organisation R&D (NCCSDO). 2008, [ http://www.sdo.nihr.ac.uk/files/project/99-final-report.pdf ]

Robertson A, Cresswell K, Takian A, Petrakaki D, Crowe S, Cornford T, et al: Prospective evaluation of the implementation and adoption of NHS Connecting for Health's national electronic health record in secondary care in England: interim findings. BMJ. 2010, 41: c4564-

Pearson P, Steven A, Howe A, Sheikh A, Ashcroft D, Smith P, the Patient Safety Education Study Group: Learning about patient safety: organisational context and culture in the education of healthcare professionals. J Health Serv Res Policy. 2010, 15: 4-10. 10.1258/jhsrp.2009.009052.

Article   PubMed   Google Scholar  

van Harten WH, Casparie TF, Fisscher OA: The evaluation of the introduction of a quality management system: a process-oriented case study in a large rehabilitation hospital. Health Policy. 2002, 60 (1): 17-37. 10.1016/S0168-8510(01)00187-7.

Stake RE: The art of case study research. 1995, London: Sage Publications Ltd.

Sheikh A, Smeeth L, Ashcroft R: Randomised controlled trials in primary care: scope and application. Br J Gen Pract. 2002, 52 (482): 746-51.

PubMed   PubMed Central   Google Scholar  

King G, Keohane R, Verba S: Designing Social Inquiry. 1996, Princeton: Princeton University Press

Doolin B: Information technology as disciplinary technology: being critical in interpretative research on information systems. Journal of Information Technology. 1998, 13: 301-311. 10.1057/jit.1998.8.

George AL, Bennett A: Case studies and theory development in the social sciences. 2005, Cambridge, MA: MIT Press

Eccles M, the Improved Clinical Effectiveness through Behavioural Research Group (ICEBeRG): Designing theoretically-informed implementation interventions. Implementation Science. 2006, 1: 1-8. 10.1186/1748-5908-1-1.

Article   PubMed Central   Google Scholar  

Netuveli G, Hurwitz B, Levy M, Fletcher M, Barnes G, Durham SR, Sheikh A: Ethnic variations in UK asthma frequency, morbidity, and health-service use: a systematic review and meta-analysis. Lancet. 2005, 365 (9456): 312-7.

Sheikh A, Panesar SS, Lasserson T, Netuveli G: Recruitment of ethnic minorities to asthma studies. Thorax. 2004, 59 (7): 634-

CAS   PubMed   PubMed Central   Google Scholar  

Hellström I, Nolan M, Lundh U: 'We do things together': A case study of 'couplehood' in dementia. Dementia. 2005, 4: 7-22. 10.1177/1471301205049188.

Som CV: Nothing seems to have changed, nothing seems to be changing and perhaps nothing will change in the NHS: doctors' response to clinical governance. International Journal of Public Sector Management. 2005, 18: 463-477. 10.1108/09513550510608903.

Lincoln Y, Guba E: Naturalistic inquiry. 1985, Newbury Park: Sage Publications

Barbour RS: Checklists for improving rigour in qualitative research: a case of the tail wagging the dog?. BMJ. 2001, 322: 1115-1117. 10.1136/bmj.322.7294.1115.

Mays N, Pope C: Qualitative research in health care: Assessing quality in qualitative research. BMJ. 2000, 320: 50-52. 10.1136/bmj.320.7226.50.

Mason J: Qualitative researching. 2002, London: Sage

Brazier A, Cooke K, Moravan V: Using Mixed Methods for Evaluating an Integrative Approach to Cancer Care: A Case Study. Integr Cancer Ther. 2008, 7: 5-17. 10.1177/1534735407313395.

Miles MB, Huberman M: Qualitative data analysis: an expanded sourcebook. 1994, CA: Sage Publications Inc., 2

Pope C, Ziebland S, Mays N: Analysing qualitative data. Qualitative research in health care. BMJ. 2000, 320: 114-116. 10.1136/bmj.320.7227.114.

Cresswell KM, Worth A, Sheikh A: Actor-Network Theory and its role in understanding the implementation of information technology developments in healthcare. BMC Med Inform Decis Mak. 2010, 10 (1): 67-10.1186/1472-6947-10-67.

Article   PubMed   PubMed Central   Google Scholar  

Malterud K: Qualitative research: standards, challenges, and guidelines. Lancet. 2001, 358: 483-488. 10.1016/S0140-6736(01)05627-6.

Article   CAS   PubMed   Google Scholar  

Yin R: Case study research: design and methods. 1994, Thousand Oaks, CA: Sage Publishing, 2

Yin R: Enhancing the quality of case studies in health services research. Health Serv Res. 1999, 34: 1209-1224.

Green J, Thorogood N: Qualitative methods for health research. 2009, Los Angeles: Sage, 2

Howcroft D, Trauth E: Handbook of Critical Information Systems Research, Theory and Application. 2005, Cheltenham, UK: Northampton, MA, USA: Edward Elgar

Book   Google Scholar  

Blakie N: Approaches to Social Enquiry. 1993, Cambridge: Polity Press

Doolin B: Power and resistance in the implementation of a medical management information system. Info Systems J. 2004, 14: 343-362. 10.1111/j.1365-2575.2004.00176.x.

Bloomfield BP, Best A: Management consultants: systems development, power and the translation of problems. Sociological Review. 1992, 40: 533-560.

Shanks G, Parr A: Positivist, single case study research in information systems: A critical analysis. Proceedings of the European Conference on Information Systems. 2003, Naples

Pre-publication history

The pre-publication history for this paper can be accessed here: http://www.biomedcentral.com/1471-2288/11/100/prepub

Download references

Acknowledgements

We are grateful to the participants and colleagues who contributed to the individual case studies that we have drawn on. This work received no direct funding, but it has been informed by projects funded by Asthma UK, the NHS Service Delivery Organisation, NHS Connecting for Health Evaluation Programme, and Patient Safety Research Portfolio. We would also like to thank the expert reviewers for their insightful and constructive feedback. Our thanks are also due to Dr. Allison Worth who commented on an earlier draft of this manuscript.

Author information

Authors and affiliations.

Division of Primary Care, The University of Nottingham, Nottingham, UK

Sarah Crowe & Anthony Avery

Centre for Population Health Sciences, The University of Edinburgh, Edinburgh, UK

Kathrin Cresswell, Ann Robertson & Aziz Sheikh

School of Health in Social Science, The University of Edinburgh, Edinburgh, UK

You can also search for this author in PubMed   Google Scholar

Corresponding author

Correspondence to Sarah Crowe .

Additional information

Competing interests.

The authors declare that they have no competing interests.

Authors' contributions

AS conceived this article. SC, KC and AR wrote this paper with GH, AA and AS all commenting on various drafts. SC and AS are guarantors.

Rights and permissions

This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( http://creativecommons.org/licenses/by/2.0 ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Reprints and permissions

About this article

Cite this article.

Crowe, S., Cresswell, K., Robertson, A. et al. The case study approach. BMC Med Res Methodol 11 , 100 (2011). https://doi.org/10.1186/1471-2288-11-100

Download citation

Received : 29 November 2010

Accepted : 27 June 2011

Published : 27 June 2011

DOI : https://doi.org/10.1186/1471-2288-11-100

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

  • Case Study Approach
  • Electronic Health Record System
  • Case Study Design
  • Case Study Site
  • Case Study Report

BMC Medical Research Methodology

ISSN: 1471-2288

a case study approach to data exploration

  • Skip to main content
  • Skip to FDA Search
  • Skip to in this section menu
  • Skip to footer links

U.S. flag

The .gov means it’s official. Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you're on a federal government site.

The site is secure. The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

U.S. Food and Drug Administration

  •   Search
  •   Menu
  • Medical Devices
  • Medical Device Safety
  • Emergency Situations (Medical Devices)
  • Coronavirus (COVID-19) and Medical Devices

At-Home COVID-19 Diagnostic Tests: Frequently Asked Questions

May 12, 2023 - The COVID-19 public health emergency (PHE) declared under section 319 of the Public Health Service (PHS) Act expired on May 11, 2023.

The end of the PHE under section 319 of the PHS Act does not impact the FDA's ability to authorize devices, including tests, for emergency use. Existing emergency use authorizations (EUAs) for devices remain in effect, and the FDA may continue to issue new EUAs going forward while the EUA declarations under section 564 of the Federal Food, Drug, and Cosmetic Act are in effect and when the criteria for issuance of an EUA are met. Additional information is provided on the page FAQs: What happens to EUAs when a public health emergency ends ?

Diagnostic tests can show if you have an active COVID-19 infection and need to take steps to quarantine or isolate yourself from others.

This page supplements the information found at: At-Home OTC COVID-19 Diagnostic Tests  and provides answers to frequently asked questions related to at-home COVID-19 diagnostic tests. This page is part of the FAQs on Testing for SARS-CoV-2 .

  • When should I test for COVID-19?
  • What do my at-home COVID-19 test results mean?
  • I got a negative test result on an at-home COVID-19 antigen test. Do I need to take another test?
  • Do I need to report my at-home COVID-19 test results?
  • Are at-home COVID-19 tests safe to use? Do they contain toxic chemicals?
  • Can I use an authorized at-home COVID-19 diagnostic test if it was left outside in freezing temperatures or in the heat?
  • How is the expiration date determined for an at-home COVID-19 diagnostic test and can it be extended?
  • Can I use an FDA-authorized at-home COVID-19 diagnostic test that is expired?

Q: When should I test for COVID-19?

A: COVID-19 testing is important to find out if you have COVID-19 so that you can get treatment, if needed, as well as to be aware if you are infected and should stay away from people to help reduce the spread of the virus. You should test for COVID-19 in the following situations:

  • If you have symptoms , test immediately, and then test again per the instructions if your first result is negative.
  • If you were exposed to someone who has COVID-19 and you do not have symptoms, wait at least 5 full days after your exposure before testing. If you test too early, you may have an inaccurate result.
  • If you are in certain high-risk settings, you may need to test as part of a screening testing program.
  • Consider testing before coming into contact with someone who has a high risk for severe COVID-19, people who are older adults or immunocompromised, or have other medical conditions, especially if you are in an area with a medium or high COVID-19 Hospital Admission Level.

Q: What do my at-home COVID-19 test results mean?

A: If you receive a positive result on any COVID-19 test, assume you have COVID-19. Be sure to follow the CDC's guidelines for people with COVID-19, including to stay home, isolate from others, and seek follow-up care with a health care provider to determine what steps to take next.

If you receive a negative result on your at-home COVID-19 antigen test, it means the test did not detect the virus that causes COVID-19, but it does not rule out an infection because some tests may not detect the virus early in an infection. Always do a repeat test  48 hours after a negative result on an antigen test. The FDA encourages you to voluntarily and anonymously report your positive or negative test results every time you use an at-home COVID-19 test. You can send your test result to MakeMyTestCount.org or use an app or other digital option for self-reporting that may be included with your test.

Find out more about at-home testing, when and how often to test, and understanding your test results at Understanding At-Home OTC COVID-19 Antigen Diagnostic Test Results .

Q: I got a negative test result on an at-home COVID-19 antigen test. Do I need to take another test?

A: Yes. The FDA recommends repeat testing following a negative COVID-19 antigen test result whether or not you have COVID-19 symptoms. COVID-19 antigen tests are less accurate than molecular tests and may not detect the SARS-CoV-2 virus early in an infection or in people who do not have COVID-19 symptoms.

You should perform repeat testing following a negative result on a COVID-19 antigen test to reduce the risk an infection may have been missed (false negative result) and to help prevent unknowingly spreading the SARS-CoV-2 virus to others.

  • If you have COVID-19 symptoms, test again 48 hours after the first negative test, for a total of at least two tests.
  • If you do not have COVID-19 symptoms, test again 48 hours after the first negative test, then 48 hours after the second negative test, for a total of at least three tests.
  • If you get a positive result on any COVID-19 test, you most likely have COVID-19 and should follow the CDC guidance for people with COVID-19.

In August 2022, the FDA issued a Safety Communication on the need to perform repeat testing to reduce your risk of a false negative result. In November 2022 , the FDA required all manufacturers of EUA-authorized COVID-19 antigen tests to update their labeling to reflect the need for repeat testing at least twice over three days for individuals with symptoms of COVID-19 and at least three times over five days for individuals without symptoms of COVID-19, as appropriate based on their authorized uses.

Q. Do I need to report my at-home COVID-19 test results?

A. The FDA encourages you to voluntarily and anonymously report your positive or negative test results every time you use an at-home COVID-19 test. You can send your test result to MakeMyTestCount.org or use an app or other digital option for self-reporting that may be included with your test. Report each test result one time.

The data from MakeMyTestCount.org can help public health departments know how fast the virus is spreading. This valuable test data helps public health departments assess and modify their response to COVID-19 in their local communities, states, or across the country. The MakeMyTestCount website is developed through the National Institutes of Health (NIH) Rapid Acceleration of Diagnostics (RADx) Tech program and allows consumers to anonymously report their test results from OTC at-home COVID-19 test.

Q. Are at-home COVID-19 tests safe to use? Do they contain toxic chemicals?

A: FDA-authorized at-home COVID-19 tests are safe to use when people follow the manufacturer's step by step instructions. However, incorrect use of at-home COVID-19 tests can cause harm if the parts of the test kit, such as liquid solutions in small vials that may contain chemicals like sodium azide, are swallowed or if the liquid solutions touch a person's skin or eyes. The FDA has provided recommendations to promote the safe use of at-home COVID-19 tests in a Safety Communication issued March 18, 2022, including to keep all parts of at-home COVID-19 tests out of reach of children and pets before and after use, and to follow the test's step by step instructions exactly, including the Warning, Precautions, And Safety Information.

Q: Can I use an authorized at-home COVID-19 diagnostic test if it was left outside in freezing temperatures or in the heat?

A: Since shipping conditions may vary, test developers perform stability testing to ensure that the test performance will remain stable when tests are stored at various temperatures, including shipping during the summer in very hot regions and in the winter in very cold regions.

However, test performance may be impacted if the test is used while it is still cold, such as being used outdoors in freezing temperatures or being used immediately after being brought inside from freezing temperatures, or in a hotter than expected environment, such as outside in the summer. The stated performance generally assumes the test is being performed in an environment that is between 15-30⁰C (approximately 59-86⁰F). The specific conditions that were validated are included in the authorized Instructions for Use for each test.

In order to ensure appropriate test performance with a test that is delivered to you in below freezing temperatures or in very hot temperatures, you should bring the package inside your home and leave it unopened at room temperature for at least two hours before opening it. Once the package is at room temperature, you may open it and perform the test according to the authorized instructions for use. As long as the test line(s) appear as described in the instructions, you can be confident that the test is performing as it should. If the line(s) do not appear in the correct location(s) and within the correct time as shown in the test instructions when you perform the test, then the results may not be accurate, and a new test is needed to get an accurate result.

In addition, long exposure to high temperatures may impact the test performance. If your test has been left in a high temperature environment beyond the normal shipping time to be delivered to you, such as being left outside in the heat for several days, the FDA recommends considering using a different test.

Q: How is the expiration date determined for an at-home COVID-19 diagnostic test and can it be extended?

A: All at-home OTC COVID-19 diagnostic tests are labeled with an expiration date printed on the outer box or package.  Generally, tests should not be used beyond this expiration date.  However, as discussed here, these expiration dates can be extended beyond the date printed on the outer box or package as additional stability data is collected. 

COVID-19 test manufacturers perform studies to show how long after manufacturing COVID-19 tests perform as accurately as the day the test was manufactured. The shelf-life is how long the test should perform as expected and is measured from the date the test was manufactured. The expiration date is set at the end of the shelf-life and is the date through which the test is expected to perform as accurately as when manufactured.

The testing to determine this time period is called stability testing because it is confirming the time period over which the performance is expected to remain stable. There are different types of stability testing. The most accurate is real-time stability testing, where the manufacturer stores the tests for the time period of the proposed shelf-life (plus a little extra time to ensure the expiration date can be relied upon) and then evaluates its ability to perform accurately. For example, for a proposed 12-month shelf-life, the manufacturer would evaluate the performance after storing the test for 13 months.

In some cases, accelerated testing provides a faster way to estimate the stability of a test's performance over time by storing the test for a shorter time at a higher temperature, and then evaluating its ability to perform accurately. However, since accelerated testing only estimates the test stability, it does not provide as much assurance as real-time data, especially for longer time periods. Based on experience with tests and stability testing, accelerated testing typically provides sufficient assurance to label tests with a shelf-life of up to six months.

Since it takes time for test manufacturers to perform stability testing, the FDA typically authorizes at-home COVID-19 tests with a shelf-life of about four to six months from the day the test was manufactured, based on initial study results, and it may be extended later as additional data is collected. 

Once the test manufacturer has more stability testing results, such as 12 or 18 months, the test manufacturer can contact the FDA to request that the FDA authorize a longer shelf-life.  When a longer shelf-life is authorized, the expiration dates will be extended and the test manufacturer may send a notice to customers to provide the new authorized expiration dates, so the customers know how long they can use the tests they already have.  If you did not purchase your at-home COVID-19 diagnostic test directly from the test manufacturer, you may not receive such a notice. 

You can check the Expiration Date column of the List of Authorized At-Home OTC COVID-19 Diagnostic Tests to see if the expiration date for your at-home OTC COVID-19 test has been extended and how to find any new expiration date.

Q. Can I use an FDA-authorized at-home COVID-19 diagnostic test that is expired?

A: The expiration date for an at-home COVID-19 diagnostic test may be extended beyond the date printed on the outer box or package as additional stability data is collected. You can check the Expiration Date column of the List of Authorized At-Home OTC COVID-19 Diagnostic Tests to see if the expiration date for your at-home OTC COVID-19 test has been extended and how to find any new expiration date.

The FDA does not recommend using at-home COVID-19 diagnostic tests beyond their authorized expiration dates, which, as noted above, may go beyond the date printed on the box. COVID-19 tests and the parts they are made of may degrade, or break down, over time. Because of this, expired test kits could give inaccurate or invalid test results.

  • At-Home OTC COVID-19 Diagnostic Tests
  • COVID-19 Test Basics
  • If you think you had a problem with a COVID-19 test, the FDA encourages you to  report the problem through the MedWatch Voluntary Reporting Form .
  • If you have other questions about COVID-19 testing, email the Division of Industry and Consumer Education (DICE) at  [email protected]  or call 800-638-2041 or 301-796-7100. You may also contact the customer service department for the COVID-19 test you are using.
  • Skip to main content
  • Skip to search
  • Skip to footer

Products and Services

Cisco routers, including Cisco Catalyst and Cisco Meraki

Routers and SD-WAN appliances

Connect and protect every network.

​​Connect and secure networks of any scale—from the edge to the cloud.

​Discover smarter, more secure routing

Build an intelligent, self-defending network with advanced analytics, automated provisioning, and integrated security.  

​Protect your users and data

​Boost security from the WAN to the cloud, with trusted authentication, robust encryption, and granular segmentation.  

Accelerate your deployment

​Deploy integrated network services on demand—anywhere, anytime.

Transform application experience

Get in-depth analytics, visibility, and control to make excellent application experience a cornerstone of your operations.

​Centralize network management

Easily deploy SD-WAN and security while maintaining policy across thousands of sites.

Your users can be anywhere video thumbnail

Build a resilient and secure SD-WAN.

Cisco Catalyst 8300 Series Edge Platforms

Future-ready routers for every network

​cisco catalyst 8300 series edge platforms​.

Get SASE-ready with SD-WAN, cloud-native agility, multilayer security, flexible routing, and edge intelligence. 

Cisco Catalyst 8200 Series Edge Platforms

Move to secure access service edge (SASE) with secure and scalable SD-WAN and intelligent multicloud connectivity. 

Cisco 1000 Series Integrated Services Routers 

Boost performance with advanced security, multicloud access, and wireless capability—in one device. 

Cisco Meraki MX security and SD-WAN appliances

Build a complete SD-branch on a cloud-first platform with secure SD-WAN, access, and IoT.

Fixed wireless access devices

Deliver secure, reliable, and scalable connectivity for remote and branch offices.

Hybrid work

Cisco remote worker gateways.

Experience reliable connectivity with enterprise Wi-Fi access at home without the need for a VPN.

​Industrial

Cisco catalyst ir1100 rugged series routers.

Securely connect remote industrial operations with this rugged, compact, and modular SD-WAN-enabled router.

Cisco Catalyst IR1800 Rugged Series Routers

Speed digitization at the mobile edge, with high performance and industry-leading flexibility.

Cisco Catalyst IR8100 Heavy Duty Series Routers

​​Unite your outdoor edge with this IP67-rated and SD-WAN-enabled router that’s fully modular.  

Cisco Catalyst IR8300 Rugged Series Routers

Deliver peak industrial networking and SD-WAN performance with rugged all-in-one routing and switching.

Service providers

Cisco 8000 series routers.

Deliver the performance and scale to build the internet of the future with cloud-enhanced systems.

Cisco Network Convergence System 5700 Series Routers

Scale with high-density 400G routers for long-term growth and segment routing for SLA-based services.

Cisco ASR 9000 Series Aggregation Services Routers

Support the application performance required to power your services with scalable routing systems.

Cisco Network Convergence System 500 Series Routers

Simplify your access network and converge services with these secure and programmable routers.

Small business

Streamline your small business with secure SD-WAN, access, and IoT on a cloud-first platform.

​Cisco 1000 Series Integrated Services Routers

​Boost performance with advanced security, multicloud access, and wireless capability—in one device.

​​​Cisco 900 Series Integrated Services Routers ​

Combine WAN, switching, security, and advanced connectivity options in a compact, fanless platform.

Cisco Catalyst 8000V Edge Software

Optimize applications and enhance user experience with secure, multicloud connectivity.

Cisco Meraki vMX appliances

Securely extend SD-WAN to public and private cloud infrastructure-as-a-service (IaaS) environments in three clicks.

Cisco IOS XRd Virtual Router

Experience greater agility, improved network efficiency, and lower costs with virtual and containerized routers.

Person typing on a laptop while standing at a conference table

Find a fast route to value

Power your network with secure and reliable experiences for campus, branch, edge, and data center.

Explore routing solutions

Cisco catalyst sd-wan.

Lower costs and complexity, and enrich the user experience at your branches.

Secure access where users and applications reside, with one cloud-native service.

For service providers

Deliver quality services fast and easily with advanced network automation.

Support to get you started

Cisco Success Tracks

Make the most of your IT investment

Optimize the value of your routing solutions for faster results, with digital insights and services expertise.  

Business Critical Services

Move your business forward faster

Modernize IT environments and boost agility with analytics-driven advisory services.  

Find your router

Compare and contrast Cisco routers of all types and sizes. Quickly find the router to meet your needs.  

  • Open access
  • Published: 04 June 2024

Simultaneous integrated boost intensity-modulated radiotherapy (SIB-IMRT) combined with nimotuzumab for locally advanced esophageal squamous cell carcinoma (ESCC): A phase II clinical trial

  • Lan Wang 1   na1 ,
  • Lihong Liu 1   na1 ,
  • Xiaoxi Chen 1 ,
  • Shutang Liu 1 ,
  • Xiaoning Li 1 ,
  • Jing Han 3 ,
  • Qi Wang 1 &
  • Chun Han 1  

BMC Cancer volume  24 , Article number:  679 ( 2024 ) Cite this article

193 Accesses

Metrics details

To evaluate the feasibility, safety and efficacy of concurrent simultaneous integrated boost intensity-modulated radiotherapy (SIB-IMRT) combined with nimotuzumab in the treatment of locally advanced esophageal squamous cell cancer (ESCC).

Eligible patients were histologically proven to have locally advanced ESCC, and were unable to tolerate or refuse concurrent chemoradiotherapy (CCRT). Enrolled patients underwent concurrent SIB-IMRT in combination with nimotuzumab. SIB-IMRT: For the planning target volume of clinical target volume (PTV -C ), the prescription dose was 50.4 Gy/28fractions, 1.8 Gy/fraction, 5fractions/week, concurrently, the planning target volume of gross tumor (PTV -G ) undergone an integrated boost therapy, with a prescription dose of 63 Gy/28fractions, 2.25 Gy/fraction, 5 fractions/week. Nimotuzumab was administered concurrently with radiotherapy, 200 mg/time, on D1, 8, 15, 22, 29, and 36, with a total accumulation of 1200 mg through intravenous infusion. The primary endpoint of the study was the safety and efficacy of the combined treatment regimen, and the secondary endpoints were 1-year, 2-year, and 3-year local control and survival outcomes.

(1) From December 2018 to August 2021, 35 patients with stage II-IVA ESCC were enrolled and 34 patients completed the full course of radiotherapy and the intravenous infusion of full-dose nimotuzumab. The overall completion rate of the protocol was 97.1%. (2) No grade 4–5 adverse events occurred in the entire group. The most common treatment-related toxicity was acute radiation esophagitis, with a total incidence of 68.6% (24/35). The incidence of grade 2 and 3 acute esophagitis was 25.7% (9/35) and 17.1% (6/35), respectively. The incidence of acute radiation pneumonitis was 8.6% (3/35), including one case each of Grades 1, 2, and 3 pneumonitis. Adverse events in other systems included decreased blood cells, hypoalbuminemia, electrolyte disturbances, and skin rash. Among these patients, five experienced grade 3 electrolyte disturbances during the treatment period (three with grade 3 hyponatremia and two with grade 3 hypokalemia). (3) Efficacy: The overall CR rate was 22.8%, PR rate was 71.4%, ORR rate was 94.2%, and DCR rate was 97.1%.(4) Local control and survival: The 1-, 2-, and 3-year local control (LC) rate, progression-free survival(PFS) rate, and overall survival(OS) rate for the entire group were 85.5%, 75.4%, and 64.9%; 65.7%, 54.1%, and 49.6%; and 77.1%, 62.9%, and 54.5%, respectively.

Conclusions

The combination of SIB-IMRT and nimotuzumab for locally advanced esophageal cancer demonstrated good feasibility, safety and efficacy. It offered potential benefits in local control and survival. Acute radiation esophagitis was the primary treatment-related toxicity, which is clinically manageable. This comprehensive treatment approach is worthy of further clinical exploration (ChiCTR1900027936).

Peer Review reports

Introduction

For locally advanced unresectable esophageal cancer, curative concurrent chemoradiotherapy (CCRT) is the standard treatment modality [ 1 , 2 , 3 ]. Over the years, with the continuous improvement of radiotherapy technology and equipment, as well as chemotherapy drugs, the efficacy data of CCRT for esophageal cancer has been continuously improved, and its 5-year overall survival rate has increased from the previously reported 26% [ 2 ] to 39.9% [ 4 ]. In the era of immunotherapy, although multiple studies [ 5 , 6 , 7 , 8 , 9 ] are ongoing on the combination of chemoradiotherapy and immunotherapy for locally advanced esophageal cancer, based on the existing results, CCRT remains the most recommended treatment modality. However, in real-world studies [ 10 ], due to various reasons such as old age, poor performance status, malnutrition, comorbidities, and technical equipment limitations of treatment institutions, the proportion of patients who can receive CCRT is not high (45.5%). The remaining majority of patients will primarily receive sequential chemoradiotherapy, radiotherapy alone, or more individualized treatment regimens, resulting in a subsequent decline in efficacy data. For patients with esophageal cancer who cannot tolerate or refuse CCRT, identifying a more effective and less toxic comprehensive treatment regimen to bring therapeutic benefits to a larger patient population, it is an urgent clinical issue to be addressed. Based on the aforementioned background, considering the local regional control advantage of the SIB-IMRT technique [ 11 ] and the high safety profile demonstrated by nimotuzumab in esophageal cancer studies [ 12 , 13 ], we designed this phase II clinical trial. The primary endpoint of the study is to evaluate the feasibility, safety, and efficacy of the new combined approach of SIB-IMRT and nimotuzumab in treating locally advanced esophageal cancer. The secondary endpoint is the local control and survival outcomes of the patients.

Materials and methods

Study design.

This study is a prospective, single-arm, phase II clinical trial. The study was conducted in accordance with the Declaration of Helsinki. All patients gave their written informed consent. The fourth hospital of Hebei medical university ethics committees approved the protocol (reference: 2,019,040). The clinical trial registration number is ChiCTR1900027936(Date of registration: December 6, 2019).

Patients and eligibility criteria

The inclusion criteria were as follows [ 14 ]: ⑴ ESCC confirmed by histopathology; ⑵ Locally advanced ESCC according to baseline assessment (Thoracic and abdominal CT, ultrasound of lymph nodes in the neck vascular and supraclavicular regions, esophageal barium meal imaging, gastroscopy or endoscopic ultrasound, if necessary, further assessment such as thoracic MRI, PET-CT, ECT, etc., can be made). Stage cT 1~2 N + M 0 or cT 3-4 N 0~3 M 0 disease according to the 8th American Joint Committee on Cancer TNM staging system was enrolled; ⑶ Patients were inoperable, could not tolerate or refuse CCRT; ⑷ ECOG PS 0–2; ⑸ Voluntary written consent provided prior to treatment.

The exclusion criteria were as follows: ⑴ Esophagobronchial or esophagomediastinal fistula; ⑵ Serious heart, liver, and/or kidney insufficiency; ⑶ Serious infectious diseases; ⑷ Relapse disease or distant metastasis; ⑸ Previous diagnosed malignant disease.

All patients received concurrent SIB-IMRT combined with nimotuzumab in intravenous infusion. The treatment procedure is shown in Fig.  1 .

figure 1

Treatment procedure

Radiotherapy

All patients underwent computed tomography (CT)-based treatment simulation in the supine position, and 3-mm thick images were obtained throughout the entire neck, thorax, and upper abdomen. The scanned images were transferred to a three-dimensional (3D) planning system. The GTV, CTV, PTV, and normal organs at risk (OAR) were delineated layer by layer. The GTV included primary tumors (GTV -P ) and lymph node metastasis (GTV -n ). The GTV -P included all tumors that were found using a CT scan, esophageal barium, endoscopy/endoscopic ultrasonography (EUS), and PET-CT. The GTV -n was defined as any lymph node diagnosed as or highly suspected of being metastatic. The CTV of a primary tumor (CTV -P ) was defined as the GTV -P plus a 2-cm margin superiorly and inferiorly and a 0.5-cm margin laterally along the esophagus. For the CTV of the lymph node (CTV -n ), involved-field radiotherapy (IFI) was used for the majority of patients. However, if the primary tumor was in the cervical or upper thoracic esophagus, the CTV -n encompassed the elective nodal area including the bilateral supraclavicular and upper mediastinal lymph node regions. The PTV of the clinical target volume (PTV -C ) was generated by adding a 1-cm margin craniocaudally, a 0.5-cm margin laterally along the CTV -P , and a uniform 0.5-cm margin around CTV-n. The PTV -G was defined using the GTV (GTV -P  + GTV -n ) plus a 0.3–0.5 cm margin. In this study, the PTV -G and PTV -C received two prescription doses of 63 Gy and 50.4 Gy simultaneously. The lower dose was delivered to the PTV -C (50.4 Gy/28 fractions, 1.8 Gy per fraction), and the higher dose was escalated to the PTV -G (63 Gy/28 fractions, 2.25 Gy per fraction). A prescription dose was defined as 95% of the receiving dose of the PTV, with the difference of the internal target dose uniformity of < 5%, and the internal target maximum dose point of ≤ 110%. The OAR included the spinal cord, lungs, and the heart. The treatment plan generally required the entire lungs V5 ≤ 55 – 60%, V20 ≤ 25 – 30%, and V30 ≤ 18%; a mean heart dose of ≤ 26 – 30 Gy; and a maximum spinal cord dose of < 45 Gy. The representative SIB-IMRT planning images with contours are shown in Fig.  1 .

Targeted therapy

The patients received weekly infusions of 200 mg of nimotuzumab diluted in 250 ml of normal saline concurrently with SIB-IMRT for 6 weeks (accumulated dose: 1200 mg).

The primary observational endpoint was the safety and efficacy of SIB-IMRT combined with nimotuzumab in the treatment of locally advanced ESCC. The specific indicators included treatment completion rate, incidence and severity of treatment-related toxic side effects (rash, nausea/vomiting, bone marrow suppression, liver and kidney toxicity reactions, radiation-induced esophageal and pulmonary injury, bleeding, etc.), as well as short-term therapeutic effects. The secondary endpoints were 1-, 2-, and 3-year local control (LC) rates, progression-free survival (PFS) rates, and overall survival (OS) rates.

Criteria for evaluation of toxicities and therapeutic effects

The National Cancer Institute Common Terminology Criteria for Adverse Events version 4.03(CTCAE V4.03) was used to assess toxicities. The Response Evaluation Criteria in Solid Tumors (version 1.1) [ 15 ] were used to evaluate treatment response. The comprehensive evaluation of therapeutic effect was mainly based on imaging results such as esophageal barium meal, CT, MRI, etc. at the end of treatment.

Follow-up and statistical analysis

The patients follow-up visits were conducted one month after treatment completion, every 3 months in the first 2 years, and 6 months thereafter. All statistical analyses were performed using the SPSS 22.0 software package (IBM Corp., Armonk, NY, USA). OS, PFS and LC were assessed using the Kaplan–Meier method, and differences between the groups were assessed using the univariate analysis of the COX regression model.

According to the following literature [ 16 ], the disease control rate (DCR) of nimotuzumab combined with concurrent chemoradiotherapy in the treatment of local advanced esophageal cancer was 79.7%, and the expected DCR in this study was 97.1%. The first class error was set as unilateral 0.025, and the confidence was 80%. The Test for one proportion model in SPSS 15.0 software was used for calculation. 29 subjects were required, and 35 patients were required considering 15% shedding rate.

Patient characteristics and treatment compliance

From December 2018 to August 2021, a total of 35 patients with stage II -IVA esophageal squamous cell cancer (ESCC) were enrolled. The mean age was 68 (range, 56 ~ 78) years, the mean lesion length measured by barium meal was 5.1 cm (range, 2 ~ 11.5 cm, two patients were unable to show the length of the lesion due to complete obstruction). Six patients opted for consolidation chemotherapy (paclitaxel monotherapy or paclitaxel in combination with platinum) following the conclusion of the clinical trial, while one patient opted for maintenance immunotherapy. The clinical characteristics of the patients are presented in Table  1 .

One patient did not complete radiotherapy and targeted treatment due to severe radiation esophagitis secondary electrolyte disorders and hypoalbuminemia. The patient received 25 fractions of radiotherapy and only 800 mg of nimotuzumab infusion. Two other patients had their radiotherapy course interrupted for 2 weeks due to radiation esophagitis, but completed prescription dose irradiation and sufficient treatment with nimotuzumab. The overall completion rate of the treatment plan was 97.1% (34/35).

No grade 4 to 5 adverse events occurred in the whole group. The most common treatment-related toxic reaction was radiation esophagitis, the overall incidence was 68.6% (24/35), among them, 9 cases (25.7%) and 6 cases (17.1%) developed grade 2 and grade 3 acute esophagitis, respectively. Acute radiation pneumonitis was not common, with a total incidence rate of 8.6% (3/35), with 1 case of grade 1, 2, and 3 pneumonitis each. Other systemic adverse events included decreased blood cells, hypoproteinaemia, and electrolyte disorders. Among them, five patients experienced grade 3 electrolyte disorders during treatment (3 cases of grade 3 hyponatremia, and 2 cases of grade 3 hypokalemia). One additional patient developed a grade 2 rash. The overall occurrence of adverse events is shown in Table  2 .

All 35 patients underwent therapeutic response evaluation at the end of treatment. Eight patients (22.8%) achieved complete response (CR), 25 patients (71.4%) had a partial response (PR), 1 patient (2.9%) showed stable disease (SD) and 1 case (2.9%) suffered progressive disease (PD) due to liver metastasis indicated by thoracic and abdominal enhanced CT scan. The objective response rate (ORR) was 94.2% and the disease control rate (DCR) was 97.1%. Figure  2 shows the clinical response to treatment of all patients in the study.

figure 2

Response and survival time of ESCC patient

Local control and survival status

The last follow-up date was July 24, 2023. The median follow-up time was 27 (range, 4 ~ 42) months. At the time of follow-up, 20 patients were still alive. The recurrence pattern was defined as the initial recurrence pattern during the follow-up, of the 17 patients with disease progression, 9 (52.9%) had local progression, 1(5.9%) had abdominal lymph node metastasis, 6 (35.3%) developed distant metastasis, and 1 patient (5.9%) showed both regional and distant failure. In cases of distant metastasis, the most common was lung metastasis (4 cases), followed by liver metastasis and bone metastasis. The local control and survival status of the entire group and each subgroup are shown in Fig.  3 . According to the Kaplan–Meier method, the median local control time of the whole group was 35 months, nearly half (49.6%) of the patients maintained disease progression-free survival at 3 years after treatment. The 1-, 2- and 3-year overall survival rates were 77.1%, 62.9% and 54.5% respectively, and the median survival time was not reached.

figure 3

Forest pot of locally advanced unresectable esophageal cancer patient

In the subgroup analysis, for the subgroups of aging (≥ 70 years), poor general condition (ECOG PS = 2), longer tumor length (≥ 5 cm), and larger GTV volumes (≥ 40 cm 3 ), SIB-IMRT combined with nimotuzumab could achieve similar LC, PFS and OS outcome to those of patients with younger age(< 70 year), better general conditional(ECOG PS = 0–1), shorter tumor length(< 5 cm) and smaller GTV volumes (< 40 cm 3 ).

For locally advanced unresectable esophageal cancer, CCRT is a standard treatment option based on the landmark study of RTOG8501 [ 1 , 2 ] and RTOG9405 [ 3 ] trials. Over the years, with the continuous updating and progress of radiotherapy technology equipment and chemotherapy drugs, the efficacy data of CCRT for esophageal cancer have also been improving, and the 5-year OS rate has increased from the previously reported 26% [ 2 ] to 39.9% [ 4 ]. After entering the era of immunotherapy, although multiple studies [ 5 , 6 , 7 , 8 , 9 ] are underway on the combination of chemoradiotherapy and immunotherapy for locally advanced esophageal cancer, however, based on the existing results, CCRT remains the most recommended treatment mode. However, in the real world, a considerable number of esophageal cancer patients were unable to receive CCRT at the time of diagnosis due to factors such as older age, malnutrition, poor performance status, severe comorbidities, and technical limitations of treatment institutions, etc. In a multi-center study of 3JECROG in China [ 10 ], only 1808 of 3977 patients (45.5%) received radial CCRT, while the rest mainly received sequential chemoradiotherapy or radiotherapy alone. The median survival time also decreased from 23.5 months to 17.6 months and 20.7 months. Therefore, for esophageal cancer patients who cannot tolerate or refuse CCRT, it is an urgent clinical problem to find a comprehensive treatment regimen with superior efficacy and low toxicity to bring therapeutic benefits to more patients.

Although under the condition of CCRT, further increasing the radiation dose from 50 to 50.4 Gy doses not seem to bring further survival benefits to patients [ 17 , 18 ]. However, in the absence of sufficient systemic treatment support, the local control effect of radiotherapy seems to deserve a higher weight in the consideration scope. In the study of 3JECROG [ 10 ], we could also observe that in the condition regardless of treatment mode, the median survival times of the different irradiation dose groups of ≥ 60 Gy, 50-59 Gy, and 40—49.9 Gy were 23.3 months, 15.8 months, and 15.0 months, respectively, with the high-dose irradiation group having a survival advantage. In previous reports and our own research [ 11 , 19 ], SIB-IMRT has been identified as an advantageous radiotherapy technique, capable of ensuring high-dose irradiation of the GTV region while also effectively reducing the radiation dose to normal tissues. Consequently, we have opted for an irradiation regimen consisting of a PTV-C prescription dose of 50.4 Gy, with the GTV region simultaneous integrated boost to 63 Gy, to ensure the patient's local regional control. Additionally, as a humanized anti-EGFR monoclonal antibody, nimotuzumab has demonstrated promising safety profiles and potential therapeutic benefits in prior esophageal cancer studies. For instance, in the NICE trial in Brazil [ 20 ], the treatment of locally advanced esophageal cancer using the combination of nimotuzumab and CCRT was evaluated. The results showed that the pathological complete response rate was significantly better than that of CCRT alone (62.3% vs. 37.0%, P  = 0.02), with a trend towards an extension in the median overall survival (15.9 months vs. 11.5 months, HR = 0.68, 95%CI 0.44–1.07, P  = 0.09). Furthermore, this treatment method did not significantly affect the quality of life for patients. Similarly, in a recently published phase III clinical trial [ 12 ], the treatment of locally advanced esophagus using nimotuzumab in combination with CCRT did not significantly increase the 3 ~ 5 grade adverse events (11.1% vs. 10.9%, P  > 0.05), achieving an ORR rate of 93.8% and a DCR rate of 98.8%. In light of the aforementioned background, we designed this phase II clinical trial. The primary endpoint of the study is to assess the feasibility, safety, and efficacy of the novel combined treatment modality of SIB-IMRT in conjunction with nimotuzumab for locally advanced esophageal cancer. The secondary endpoint encompasses the local control and survival outcomes of the patients.

According to the research outcomes, the treatment process for all patients in the group proceeded smoothly, with only one patient failing to complete the full course of radiotherapy and nimotuzumab infusion. The overall completion rate of the research protocol is high (97.1%), indicating its feasibility. Based on the incidence of adverse reactions during the treatment, no grade 4–5 adverse events were observed in the entire group. The most common and clinically concerning toxic reaction was acute radiation esophagitis, with an overall incidence of 68.6%. Among these, the incidences of grade 2 and 3 acute esophagitis were 25.7% (9/35) and 17.1% (6/35), respectively. We attribute the significant esophagitis reactions to the high-intensity localized treatment of the lesions by the SIB-IMRT technique (total dose of 63 Gy, with a single fraction of 2.25 Gy). In previous studies on SIB-IMRT of esophageal cancer, it was similarly demonstrated that esophagitis is the primary adverse reaction associated with the radiotherapy technique. Depending on the single fraction dose of the integrated boost region, the incidence of grade 3 acute esophagitis ranges from 13 to 40% [ 19 , 21 , 22 , 23 ]. Compared to previous data, the incidence of esophagitis in this study is comparable and falls within the clinically manageable range. Out of the six patients, five (83.3%) underwent aggressive supportive treatment and ultimately completed the full course of treatment at the recommended dosage.

In the efficacy observation, the CR rate obtained from the study was 22.8%, the PR rate was 71.4%, the ORR rate of the protocol was 94.2%, and the DCR rate was 97.1%. Only one patient was identified as PD due to the discovery of liver metastasis at the end of treatment. Recently, Xue Meng and colleagues [ 12 ] conducted an interim analysis of a phase III multi-center clinical trial of the combination of CCRT with nimotuzumab for the treatment of locally advanced unresectable esophageal cancer. In this study, the CR rate for the combined group was 32.5%, the ORR rate was 93.8%, and the DCR rate was 98.8%. Compared to data from multi-center studies, the efficacy data obtained in this study is similar and has reached a satisfactory clinical endpoint.

Based on the follow-up data on local control and survival, the 1- and 3-year local control (LC) rates, progression-free survival(PFS) rates, and overall survival(OS) rates for the entire group are 85.5% and 64.9%, 65.7% and 49.6%, 77.1% and 54.5%, respectively. Comparison of historical data on CCRT for esophageal cancer, it can be observed that in the phase III multi-center study by Yujin Xu and colleagues [ 17 ], the 1- and 3-year LC rate, PFS rate and OS rate for CCRT of 60 Gy group were 75.6% and 49.5%, 71.2% and 46.4%, 83.7% and 53.1%, respectively. For the 50 Gy group, the 1- and 3-year LC rate, PFS rate and OS rate were 72.1% and 48.4%, 65.2% and 46.1%, 84.8% and 52.7%, respectively. In the ARTDECO study [ 18 ], the 3-year OS rate for patients undergoing SIB-IMRT combined with concurrent chemotherapy was only 42% (SD group) and 39% (HD group). It appears that the treatment of locally advanced esophageal cancer with SIB-IMRT in combination with nimotuzumab can achieve local control and survival outcomes that are non-inferior to those of CCRT. Additionally, two studies from the Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College [ 24 , 25 ] have also explored the use of nimotuzumab in combination with radiotherapy or CCRT for the treatment of elderly patients(≥ 70 years) with esophageal cancer. In which, the 3-year OS rate for the treatment of elderly patients with esophageal cancer using the combination of nimotuzumab and radiotherapy was 21.7%, with a 3-year PFS rate of 19.6%. The median OS time for the treatment of elderly patients with esophageal cancer using nimotuzumab in combination with CCRT was 48.4 months. Both studies concluded that the treatment of esophageal cancer using nimotuzumab in combination with radiotherapy/chemoradiotherapy is safe and effective.

In summary, we believe that for locally advanced esophageal cancer patients who cannot tolerate or refuse CCRT, the treatment of SIB-IMRT combined with nimotuzumab demonstrates good feasibility and efficacy, with potential benefits in local control and survival. Acute radiation esophagitis is the primary treatment-related toxicity, but it is clinically manageable. This comprehensive treatment approach warrants further clinical exploration.

Availability of data and materials

The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.

Abbreviations

Adverse event

Concurrent chemoradiotherapy

Complete response

Computed Tomography

Clinical tumor volume

Disease Control Rate

Emission Computed Tomography

Eastern Cooperative Oncology Group Performance Status

Esophageal squamous cell carcinoma

Endoscopic ultrasonography

Gross tumor volume

Involved-field radiotherapy

Local control

Magnetic Resonance Imaging

Organs at risk

Objective response rate

Overall survival

Progressive disease

Positron emission tomography

Progression-free survival

Partial Response

Planning target volume

Stable Disease

Standard deviation

Simultaneous integrated boost intensity-modulated radiotherapy

Herskovic A, Martz K, al-Sarraf M, et al. Combined chemotherapy and radiotherapy compared with radiotherapy alone in patients with cancer of the esophagus. N Engl J Med. 1992;326(24):1593–8. https://doi.org/10.1056/NEJM199206113262403 .

Article   CAS   PubMed   Google Scholar  

Cooper JS, Guo MD, Herskovic A, et al. Chemoradiotherapy of locally advanced esophageal cancer: long-term follow-up of a prospective randomized trial (RTOG 85–01). Radiation therapy oncology group. JAMA. 1999;281(17):1623–7. https://doi.org/10.1001/jama.281.17.1623 .

Minsky BD, Pajak TF, Ginsberg RJ, et al. INT 0123 (Radiation Therapy Oncology Group 94–05) phase III trial of combined-modality therapy for esophageal cancer: high-dose versus standard-dose radiation therapy. J Clin Oncol. 2002;20(5):1167–74. https://doi.org/10.1200/JCO.2002.20.5.1167 . (PMID: 11870157).

Wang L, Wang X, Ren X, et al. Age plays an important role in the decision of definitive concurrent chemoradiotherapy (CCRT) for esophageal squamous cell carcinoma (ESCC): a propensity-score matched analysis of multicenter data (3JECROG R-02A). Transl Cancer Res. 2021;10(6):2932–43. https://doi.org/10.21037/tcr-21-505 .

Article   PubMed   PubMed Central   Google Scholar  

Shah MA, Bennouna J, Doi T, et al. KEYNOTE-975 study design: a Phase III study of definitive chemoradiotherapy plus pembrolizumab in patients with esophageal carcinoma. Future Oncol. 2021;17(10):1143–53. https://doi.org/10.2217/fon-2020-0969 .

Article   CAS   PubMed   PubMed Central   Google Scholar  

Wang W, Li J, Li T, et al. A phaseIII trial in progress comparing tislelizumab plus concurrent chemoradiotherapy (cCRT) with placebo plus cCRT in patients with localized esophageal squamous cell carcinoma (ESCC). J Clin Oncol. 2020;38. https://doi.org/10.1200/jco.2020.38.4_suppl.tps475 .

Wang L, Chen M, Kato K, et al. A phase 3 randomized, double-blind, placebo-controlled, multicenter, global study of durvalumab with and after chemoradiotherapy in patients with locally advanced, unresectable esophageal squamous cell carcinoma: KUNLUN. J Clin Oncol. 2022;40. https://doi.org/10.1200/JCO.2022.40.4_suppl.TPS373 .

Zhang W, Yan C, Zhang T, et al. Addition of camrelizumab to docetaxel, cisplatin, and radiation therapy in patients with locally advanced esophageal squamous cell carcinoma: a phase 1b study. Oncoimmunology. 2021;10(1):1971418. https://doi.org/10.1080/2162402X.2021.1971418 .

Bando H, Kotani D, Tsushima T, et al. TENERGY: multicenter phase II study of Atezolizumab monotherapy following definitive Chemoradiotherapy with 5-FU plus Cisplatin in patients with unresectable locally advanced esophageal squamous cell carcinoma. BMC Cancer. 2020;20(1):336. https://doi.org/10.1186/s12885-020-06716-5 .

Li C, Wang X, Wang L, et al. Clinical practice and outcome of radiotherapy for advanced esophageal squamous cell carcinoma between 2002 and 2018 in China: the multi-center 3JECROG Survey. Acta Oncol. 2021;60(5):627–34. https://doi.org/10.1080/0284186X.2021.1902564 .

Lan W, Lihong L, Chun H, et al. Comparison of efficacy and safety between simultaneous integrated boost intensity-modulated radiotherapy and standard-dose intensity-modulated radiotherapy in locally advanced esophageal squamous cell carcinoma: a retrospective study. Strahlenther Onkol. 2022;198(9):802–11. https://doi.org/10.1007/s00066-021-01894-y .

Meng X, Zheng A, Wang J, et al. Nimotuzumab plus concurrent chemo-radiotherapy in unresectable locally advanced oesophageal squamous cell carcinoma (ESCC): interim analysis from a Phase 3 clinical trial. Br J Cancer. 2023;129(11):1787–92. https://doi.org/10.1038/s41416-023-02388-7 .

Lu M, Wang X, Shen L, et al. Nimotuzumab plus paclitaxel and cisplatin as the first line treatment for advanced esophageal squamous cell cancer: A single centre prospective phase II trial. Cancer Sci. 2016;107(4):486–90. https://doi.org/10.1111/cas.12894 .

Park SY, Kim DJ, Suh JW, et al. Comparison of the 11th Japanese classification and the AJCC 7th and 8th staging systems in esophageal squamous cell carcinoma patients. J Thorac Dis. 2018;10(8):5039–46. https://doi.org/10.21037/jtd.2018.07.48 .

Eisenhauer EA, Therasse P, Bogaerts J, et al. New response evaluation criteria in solid tumours: revised RECIST guideline (version 1.1). Eur J Cancer 2009; 45: 228–47.

Jing W, Yan W, Liu Y, et al. Slight advantages of nimotuzumab versus cetuximab plus concurrent chemoradiotherapy in locally advanced esophageal squamous cell carcinoma. Cancer Biol Ther. 2019;20(8):1121–6. https://doi.org/10.1080/15384047.2019.1598760 .

Xu Y, Dong B, Zhu W, et al. A Phase III Multicenter Randomized Clinical Trial of 60 Gy versus 50 Gy Radiation Dose in Concurrent Chemoradiotherapy for Inoperable Esophageal Squamous Cell Carcinoma. Clin Cancer Res. 2022;28(9):1792–9. https://doi.org/10.1158/1078-0432.CCR-21-3843 .

Hulshof MCCM, Geijsen ED, Rozema T, et al. Randomized Study on Dose Escalation in Definitive Chemoradiation for Patients With Locally Advanced Esophageal Cancer (ARTDECO Study). J Clin Oncol. 2021;39(25):2816–24. https://doi.org/10.1200/JCO.20.03697 .

Chen D, Menon H, Verma V, et al. Results of a Phase 1/2 Trial of Chemoradiotherapy With Simultaneous Integrated Boost of Radiotherapy Dose in Unresectable Locally Advanced Esophageal Cancer. JAMA Oncol. 2019;5(11):1597–604. https://doi.org/10.1001/jamaoncol.2019.2809 .

de Castro JG, Segalla JG, de Azevedo SJ, et al. A randomised phase II study of chemoradiotherapy with or without nimotuzumab in locally advanced oesophageal cancer: NICE trial. Eur J Cancer. 2018;88:21–30. https://doi.org/10.1016/j.ejca.2017.10.005 .

Article   CAS   Google Scholar  

Yu WW, Zhu ZF, Fu XL, et al. Simultaneous integrated boost intensity-modulated radiotherapy in esophageal carcinoma: early results of a phase II study. Strahlenther Onkol. 2014;190(11):979–86. https://doi.org/10.1007/s00066-014-0636-y .

Article   PubMed   Google Scholar  

Xu Y, Wang Z, Liu G, et al. The efficacy and safety of simultaneous integrated boost intensity-modulated radiation therapy for esophageal squamous cell carcinoma in Chinese population: A single institution experience. J Cancer Res Ther. 2016;12(Supplement):82–8. https://doi.org/10.4103/0973-1482.191640 .

Yu W, Cai XW, Liu Q, et al. Safety of dose escalation by simultaneous integrated boosting radiation dose within the primary tumor guided by (18)FDG-PET/CT for esophageal cancer. Radiother Oncol. 2015;114(2):195–200. https://doi.org/10.1016/j.radonc.2014.12.007 .

Yu N, Cheng G, Li J, et al. Efficacy and Safety of Concurrent Chemoradiotherapy Combined with Nimotuzumab in Elderly Patients with Esophageal Squamous Cell Carcinoma: A Prospective Real-world Pragmatic Study. Curr Cancer Drug Targets. 2023;23(8):653–62. https://doi.org/10.2174/1568009623666230315145937 .

Yang X, Zhai Y, Bi N, et al. Radiotherapy combined with nimotuzumab for elderly esophageal cancer patients: A phase II clinical trial. Chin J Cancer Res. 2021;33(1):53–60. https://doi.org/10.21147/j.issn.1000-9604.2021.01.06 .

Download references

Acknowledgements

We are grateful to all those who contributed to this study.

National emphasis research and development project (2018YFC1313203); The “Tumor Targeted Research Special Fund” project of the Institute of Hospital Management of the National Health Commission (WJWYGS-201816).

Author information

Lan Wang and Lihong Liu contributed equally to this work.

Authors and Affiliations

Department of Radiation Oncology, The Fourth Hospital of Hebei Medical University, Shijiazhuang, 050011, China

Lan Wang, Lihong Liu, Xiaoxi Chen, Shutang Liu, Xiaoning Li, Qi Wang & Chun Han

Anti-Cancer Association of Hebei Province, The Fourth Hospital of Hebei Medical University, Shijiazhuang, China

Department of Medical Oncology, The Fourth Hospital of Hebei Medical University, Shijiazhuang, China

You can also search for this author in PubMed   Google Scholar

Contributions

Chun Han conceived the study. Chun Han, Lan Wang and Lihong Liu drafted the manuscript. Yu Cao, Xiaoxi Chen and Shutang Liu are local investigators at the participating centers. Xiaoning Li, Jing Han and Qi Wang are responsible for data collection. The study is supervised and coordinated by Chun Han, Lan Wang and Lihong Liu.

Corresponding author

Correspondence to Chun Han .

Ethics declarations

Ethics approval and consent to participate.

This study was performed in line with the principles of the Declaration of Helsinki. Approval was granted by the fourth hospital of Hebei medical university ethics committee. (ChiCTR1900027936). Informed consent was obtained from all individual participants included in the study.

Consent for publication

Not Applicable.

Competing interests

The authors declare no competing interests.

Additional information

Publisher’s note.

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ . The Creative Commons Public Domain Dedication waiver ( http://creativecommons.org/publicdomain/zero/1.0/ ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.

Reprints and permissions

About this article

Cite this article.

Wang, L., Liu, L., Cao, Y. et al. Simultaneous integrated boost intensity-modulated radiotherapy (SIB-IMRT) combined with nimotuzumab for locally advanced esophageal squamous cell carcinoma (ESCC): A phase II clinical trial. BMC Cancer 24 , 679 (2024). https://doi.org/10.1186/s12885-024-12427-y

Download citation

Received : 04 March 2024

Accepted : 24 May 2024

Published : 04 June 2024

DOI : https://doi.org/10.1186/s12885-024-12427-y

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

  • Esophageal squamous cell cancer
  • Nimotuzumab

ISSN: 1471-2407

a case study approach to data exploration

COMMENTS

  1. JMP ® : A Case Study Approach to Data Exploration

    Each case study demonstrates the elements of a typical workflow for data exploration. This course will help you prepare to use JMP in more advanced courses covering statistical analysis and modeling, design of experiments and quality control, or the JMP Scripting Language. Duration: 2 half-day sessions ( Feb. 6-9 four two-hour sessions)

  2. Case Study Method: A Step-by-Step Guide for Business Researchers

    Qualitative case study is a research methodology that helps in exploration of a phenomenon within some particular context through various data sources, and it undertakes the exploration through variety of lenses in order to reveal multiple facets of the phenomenon (Baxter & Jack, 2008).

  3. Qualitative Case Study Methodology: Study Design and Implementation for

    binding the case and a discussion of data sources and triangulation. To ... This qualitative case study is an approach to research that facilitates exploration of a phenomenon within its context using a variety of data sources. This ensures that the ... So when should you use a case study approach? According to Yin (2003) a case

  4. "JMP®: A Case Study Approach to Data Exploration" Course Homepage

    It is recommended as a prerequisite for many of our other courses. The course begins with an introduction to the JMP interface with its key tools and features, followed by two case studies that present common data issues that students encounter. Each case study demonstrates the elements of a typical workflow for data exploration.

  5. Case Study Methodology of Qualitative Research: Key Attributes and

    A case study is one of the most commonly used methodologies of social research. This article attempts to look into the various dimensions of a case study research strategy, the different epistemological strands which determine the particular case study type and approach adopted in the field, discusses the factors which can enhance the effectiveness of a case study research, and the debate ...

  6. What is a Case Study?

    Data analysis. Analyzing case study research involves making sense of the rich, detailed data to answer the research question. This process can be challenging due to the volume and complexity of case study data. However, a systematic and rigorous approach to analysis can ensure that the findings are credible and meaningful.

  7. Case Study Method: A Step-by-Step Guide for Business Researchers

    Qualitative case study methodology enables researchers to conduct an in-depth exploration of intricate phenomena within some specific context. By keeping in mind research students, this article presents a systematic step-by-step guide to conduct a case ... A multiple case studies approach was adopted that spanned over 2 years, as it is ...

  8. 22 Case Study Research: In-Depth Understanding in Context

    Abstract. This chapter explores case study as a major approach to research and evaluation. After first noting various contexts in which case studies are commonly used, the chapter focuses on case study research directly Strengths and potential problematic issues are outlined and then key phases of the process.

  9. JMP: A Case Study Approach to Data Exploration

    A Case Study Approach to Data Exploration Course. This course is designed as the first step for those who want to use JMP to explore, manage, and analyze data. It is recommended as a prerequisite for many of our other courses. The course begins with an introduction to the JMP interface with its key tools and features, followed by two case ...

  10. Case Study

    A case study is a research method that involves an in-depth examination and analysis of a particular phenomenon or case, such as an individual, organization, community, event, or situation. It is a qualitative research approach that aims to provide a detailed and comprehensive understanding of the case being studied.

  11. Case Study

    Other researchers reveal that "a qualitative case study is an approach to research that facilitates exploration of a phenomenon within its context using various data sources" (Baxter & Jack, 2008, ... The data from case study research is often unique to the studied event or process; thus, the findings from a case study are not easily ...

  12. (PDF) Qualitative Case Study Methodology: Study Design and

    McMaster University, West Hamilton, Ontario, Canada. Qualitative case study methodology prov ides tools for researchers to study. complex phenomena within their contexts. When the approach is ...

  13. Exploratory Research

    Exploratory research is a methodology approach that investigates research questions that have not previously been studied in depth. Exploratory research is often qualitative and primary in nature. However, a study with a large sample conducted in an exploratory manner can be quantitative as well. It is also often referred to as interpretive ...

  14. The case study approach

    A case study is a research approach that is used to generate an in-depth, multi-faceted understanding of a complex issue in its real-life context. It is an established research design that is used extensively in a wide variety of disciplines, particularly in the social sciences. A case study can be defined in a variety of ways (Table.

  15. Continuing to enhance the quality of case study methodology in health

    Authors sometimes use incongruent methods of data collection and analysis or use the case study as a default when other methodologies do not fit. 9,10 Despite these criticisms, case study methodology is becoming more common as a viable approach for HSR. 11 An abundance of articles and textbooks are available to guide researchers through case ...

  16. Guide: Designing and Conducting Case Studies

    Designing and Conducting Case Studies. This guide examines case studies, a form of qualitative descriptive research that is used to look at individuals, a small group of participants, or a group as a whole. Researchers collect data about participants using participant and direct observations, interviews, protocols, tests, examinations of ...

  17. An Exploration of the Case Study Methodological Approach through

    Case study. research is an increasingly popular approach among qualitative researchers (Thomas, 2011). Harrity (2013) asserts that the prominence of case study as a qualitative method is in its ...

  18. Planning Qualitative Research: Design and Decision Making for New

    The four qualitative approaches we include are case study, ethnography, narrative inquiry, and phenomenology. ... Much like case studies, data collection may include a variety of types of sources such as participant observation, interviews, documents, artifacts, and immersion in the cultural setting as an insider. Given that a researcher is ...

  19. Case study research for better evaluations of complex interventions

    The overall approach of case study research is based on the in-depth exploration of complex phenomena in their natural, or 'real-life', settings. Empirical case studies typically enable dynamic understanding of complex challenges rather than restricting the focus on narrow problem delineations and simple fixes.

  20. Exploration of Data Space Through Trans‐Dimensional Sampling: A Case

    the trans-D approach can be applied to data-space exploration for defining unknown data-structures and separating data-volumes that are coherent with a-priori physical hypotheses; the analysis of the full PPD of the data-structures can be used for classifying different sources of 4D signal, like repeatability noise and 4D signal from the geo ...

  21. Evaluation and Comparison of Rock Bolting Versus Steel Arch ...

    This study investigates the feasibility of rock bolting support in an underground coal mine gallery with a thick coal seam. The Ömerler underground coal mine working area, owned by the West Lignite Enterprise (GLI) of the Turkish Coal Enterprises (TKI), was selected for this purpose. Longwall top coal caving (LTCC) is implemented as the production method in the Ömerler underground coal mine ...

  22. Google Case Study Shows Importance Of Structured Data

    1.1K. READS. Google published a case study that shows how using structured data and following best practices improved discoverability and brought more search traffic. The case study was about the ...

  23. The case study approach

    The case study approach allows in-depth, multi-faceted explorations of complex issues in their real-life settings. The value of the case study approach is well recognised in the fields of business, law and policy, but somewhat less so in health services research. Based on our experiences of conducting several health-related case studies, we reflect on the different types of case study design ...

  24. Numerical Analysis of Free Play‐Induced Aeroelastic Phenomena: A

    Realistically, all the above three situations could occur. The study investigates various cases, as outlined in Table 2, to comprehensively analyze the behavior of the system under different conditions. This approach allows for a thorough exploration of the effects of free play on the equivalent stiffness and the resulting structural behavior.

  25. Geosciences

    Recently, the earth's climate has changed considerably, leading to several hazards, including flash floods (FFs). This study aims to introduce an innovative approach to mapping and identifying FF exposure in the city of Tetouan, Morocco. To address this problem, the study uses different machine learning methods applied to remote sensing imagery within the Google Earth Engine (GEE) platform ...

  26. Toward Developing a Framework for Conducting Case Study Research

    Experienced qualitative researchers have identified case study research as a stand-alone qualitative approach. Case study research has a level of flexibility that is not readily offered by other qualitative approaches such as grounded theory or phenomenology. ... that the purpose of the case study is (1) exploration to uncover areas for ...

  27. At-Home COVID-19 Diagnostic Tests: Frequently Asked Questions

    If you have other questions about COVID-19 testing, email the Division of Industry and Consumer Education (DICE) at [email protected] or call 800-638-2041 or 301-796-7100. You may also contact the ...

  28. Cisco SD-WAN Routers and WAN Appliances

    Transform application experience. Get in-depth analytics, visibility, and control to make excellent application experience a cornerstone of your operations. Centralize network management. Easily deploy SD-WAN and security while maintaining policy across thousands of sites. Build a resilient and secure SD-WAN.

  29. Simultaneous integrated boost intensity-modulated radiotherapy (SIB

    This comprehensive treatment approach is worthy of further clinical exploration (ChiCTR1900027936). ... (9/35) and 17.1% (6/35), respectively. The incidence of acute radiation pneumonitis was 8.6% (3/35), including one case each of Grades 1, 2, and 3 pneumonitis. ... Compared to data from multi-center studies, the efficacy data obtained in this ...