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What Is a Case Study?

Weighing the pros and cons of this method of research

Kendra Cherry, MS, is a psychosocial rehabilitation specialist, psychology educator, and author of the "Everything Psychology Book."

Cara Lustik is a fact-checker and copywriter.

Verywell / Colleen Tighe

• Pros and Cons

What Types of Case Studies Are Out There?

Where do you find data for a case study, how do i write a psychology case study.

A case study is an in-depth study of one person, group, or event. In a case study, nearly every aspect of the subject's life and history is analyzed to seek patterns and causes of behavior. Case studies can be used in many different fields, including psychology, medicine, education, anthropology, political science, and social work.

The point of a case study is to learn as much as possible about an individual or group so that the information can be generalized to many others. Unfortunately, case studies tend to be highly subjective, and it is sometimes difficult to generalize results to a larger population.

While case studies focus on a single individual or group, they follow a format similar to other types of psychology writing. If you are writing a case study, we got you—here are some rules of APA format to reference.  

At a Glance

A case study, or an in-depth study of a person, group, or event, can be a useful research tool when used wisely. In many cases, case studies are best used in situations where it would be difficult or impossible for you to conduct an experiment. They are helpful for looking at unique situations and allow researchers to gather a lot of˜ information about a specific individual or group of people. However, it's important to be cautious of any bias we draw from them as they are highly subjective.

What Are the Benefits and Limitations of Case Studies?

A case study can have its strengths and weaknesses. Researchers must consider these pros and cons before deciding if this type of study is appropriate for their needs.

One of the greatest advantages of a case study is that it allows researchers to investigate things that are often difficult or impossible to replicate in a lab. Some other benefits of a case study:

• Allows researchers to capture information on the 'how,' 'what,' and 'why,' of something that's implemented
• Gives researchers the chance to collect information on why one strategy might be chosen over another
• Permits researchers to develop hypotheses that can be explored in experimental research

On the other hand, a case study can have some drawbacks:

• It cannot necessarily be generalized to the larger population
• Cannot demonstrate cause and effect
• It may not be scientifically rigorous
• It can lead to bias

Researchers may choose to perform a case study if they want to explore a unique or recently discovered phenomenon. Through their insights, researchers develop additional ideas and study questions that might be explored in future studies.

It's important to remember that the insights from case studies cannot be used to determine cause-and-effect relationships between variables. However, case studies may be used to develop hypotheses that can then be addressed in experimental research.

Case Study Examples

There have been a number of notable case studies in the history of psychology. Much of  Freud's work and theories were developed through individual case studies. Some great examples of case studies in psychology include:

• Anna O : Anna O. was a pseudonym of a woman named Bertha Pappenheim, a patient of a physician named Josef Breuer. While she was never a patient of Freud's, Freud and Breuer discussed her case extensively. The woman was experiencing symptoms of a condition that was then known as hysteria and found that talking about her problems helped relieve her symptoms. Her case played an important part in the development of talk therapy as an approach to mental health treatment.
• Phineas Gage : Phineas Gage was a railroad employee who experienced a terrible accident in which an explosion sent a metal rod through his skull, damaging important portions of his brain. Gage recovered from his accident but was left with serious changes in both personality and behavior.
• Genie : Genie was a young girl subjected to horrific abuse and isolation. The case study of Genie allowed researchers to study whether language learning was possible, even after missing critical periods for language development. Her case also served as an example of how scientific research may interfere with treatment and lead to further abuse of vulnerable individuals.

Such cases demonstrate how case research can be used to study things that researchers could not replicate in experimental settings. In Genie's case, her horrific abuse denied her the opportunity to learn a language at critical points in her development.

This is clearly not something researchers could ethically replicate, but conducting a case study on Genie allowed researchers to study phenomena that are otherwise impossible to reproduce.

There are a few different types of case studies that psychologists and other researchers might use:

• Collective case studies : These involve studying a group of individuals. Researchers might study a group of people in a certain setting or look at an entire community. For example, psychologists might explore how access to resources in a community has affected the collective mental well-being of those who live there.
• Descriptive case studies : These involve starting with a descriptive theory. The subjects are then observed, and the information gathered is compared to the pre-existing theory.
• Explanatory case studies : These   are often used to do causal investigations. In other words, researchers are interested in looking at factors that may have caused certain things to occur.
• Exploratory case studies : These are sometimes used as a prelude to further, more in-depth research. This allows researchers to gather more information before developing their research questions and hypotheses .
• Instrumental case studies : These occur when the individual or group allows researchers to understand more than what is initially obvious to observers.
• Intrinsic case studies : This type of case study is when the researcher has a personal interest in the case. Jean Piaget's observations of his own children are good examples of how an intrinsic case study can contribute to the development of a psychological theory.

The three main case study types often used are intrinsic, instrumental, and collective. Intrinsic case studies are useful for learning about unique cases. Instrumental case studies help look at an individual to learn more about a broader issue. A collective case study can be useful for looking at several cases simultaneously.

The type of case study that psychology researchers use depends on the unique characteristics of the situation and the case itself.

There are a number of different sources and methods that researchers can use to gather information about an individual or group. Six major sources that have been identified by researchers are:

• Archival records : Census records, survey records, and name lists are examples of archival records.
• Direct observation : This strategy involves observing the subject, often in a natural setting . While an individual observer is sometimes used, it is more common to utilize a group of observers.
• Documents : Letters, newspaper articles, administrative records, etc., are the types of documents often used as sources.
• Interviews : Interviews are one of the most important methods for gathering information in case studies. An interview can involve structured survey questions or more open-ended questions.
• Participant observation : When the researcher serves as a participant in events and observes the actions and outcomes, it is called participant observation.
• Physical artifacts : Tools, objects, instruments, and other artifacts are often observed during a direct observation of the subject.

If you have been directed to write a case study for a psychology course, be sure to check with your instructor for any specific guidelines you need to follow. If you are writing your case study for a professional publication, check with the publisher for their specific guidelines for submitting a case study.

Here is a general outline of what should be included in a case study.

Section 1: A Case History

This section will have the following structure and content:

Background information : The first section of your paper will present your client's background. Include factors such as age, gender, work, health status, family mental health history, family and social relationships, drug and alcohol history, life difficulties, goals, and coping skills and weaknesses.

Description of the presenting problem : In the next section of your case study, you will describe the problem or symptoms that the client presented with.

Describe any physical, emotional, or sensory symptoms reported by the client. Thoughts, feelings, and perceptions related to the symptoms should also be noted. Any screening or diagnostic assessments that are used should also be described in detail and all scores reported.

Your diagnosis : Provide your diagnosis and give the appropriate Diagnostic and Statistical Manual code. Explain how you reached your diagnosis, how the client's symptoms fit the diagnostic criteria for the disorder(s), or any possible difficulties in reaching a diagnosis.

Section 2: Treatment Plan

This portion of the paper will address the chosen treatment for the condition. This might also include the theoretical basis for the chosen treatment or any other evidence that might exist to support why this approach was chosen.

• Cognitive behavioral approach : Explain how a cognitive behavioral therapist would approach treatment. Offer background information on cognitive behavioral therapy and describe the treatment sessions, client response, and outcome of this type of treatment. Make note of any difficulties or successes encountered by your client during treatment.
• Humanistic approach : Describe a humanistic approach that could be used to treat your client, such as client-centered therapy . Provide information on the type of treatment you chose, the client's reaction to the treatment, and the end result of this approach. Explain why the treatment was successful or unsuccessful.
• Psychoanalytic approach : Describe how a psychoanalytic therapist would view the client's problem. Provide some background on the psychoanalytic approach and cite relevant references. Explain how psychoanalytic therapy would be used to treat the client, how the client would respond to therapy, and the effectiveness of this treatment approach.
• Pharmacological approach : If treatment primarily involves the use of medications, explain which medications were used and why. Provide background on the effectiveness of these medications and how monotherapy may compare with an approach that combines medications with therapy or other treatments.

This section of a case study should also include information about the treatment goals, process, and outcomes.

When you are writing a case study, you should also include a section where you discuss the case study itself, including the strengths and limitiations of the study. You should note how the findings of your case study might support previous research. 

In your discussion section, you should also describe some of the implications of your case study. What ideas or findings might require further exploration? How might researchers go about exploring some of these questions in additional studies?

Need More Tips?

Here are a few additional pointers to keep in mind when formatting your case study:

• Never refer to the subject of your case study as "the client." Instead, use their name or a pseudonym.
• Read examples of case studies to gain an idea about the style and format.
• Remember to use APA format when citing references .

Crowe S, Cresswell K, Robertson A, Huby G, Avery A, Sheikh A. The case study approach .  BMC Med Res Methodol . 2011;11:100.

Crowe S, Cresswell K, Robertson A, Huby G, Avery A, Sheikh A. The case study approach . BMC Med Res Methodol . 2011 Jun 27;11:100. doi:10.1186/1471-2288-11-100

Gagnon, Yves-Chantal.  The Case Study as Research Method: A Practical Handbook . Canada, Chicago Review Press Incorporated DBA Independent Pub Group, 2010.

Yin, Robert K. Case Study Research and Applications: Design and Methods . United States, SAGE Publications, 2017.

By Kendra Cherry, MSEd Kendra Cherry, MS, is a psychosocial rehabilitation specialist, psychology educator, and author of the "Everything Psychology Book."

Psychology’s 10 Greatest Case Studies – Digested

These ten characters have all had a huge influence on psychology and their stories continue to intrigue each new generation of students.

27 November 2015

By Christian Jarrett

These ten characters have all had a huge influence on psychology and their stories continue to intrigue each new generation of students. What's particularly fascinating is that many of their stories continue to evolve – new evidence comes to light, or new technologies are brought to bear, changing how the cases are interpreted and understood. What many of these 10 also have in common is that they speak to some of the perennial debates in psychology, about personality and identity, nature and nurture, and the links between mind and body.

Phineas Gage

One day in 1848 in Central Vermont, Phineas Gage was tamping explosives into the ground to prepare the way for a new railway line when he had a terrible accident. The detonation went off prematurely, and his tamping iron shot into his face, through his brain, and out the top of his head. Remarkably Gage survived, although his friends and family reportedly felt he was changed so profoundly (becoming listless and aggressive) that "he was no longer Gage."

There the story used to rest – a classic example of frontal brain damage affecting personality. However, recent years have seen  a drastic reevaluation  of Gage's story in light of new evidence. It's now believed that he underwent significant rehabilitation and in fact began work as a horse carriage driver in Chile. A  simulation of his injuries  suggested much of his right frontal cortex was likely spared, and  photographic evidence  has been unearthed showing a post-accident dapper Gage. Not that you'll find this revised account in many psychology textbooks:  a recent analysis  showed that few of them have kept up to date with the new evidence.

See also Jim Horne's ' Blasts from the past ', looking back at similar accounts from the era.

Henry Gustav Molaison (known for years as H.M. in the literature to protect his privacy), who died in 2008, developed severe amnesia at age 27 after undergoing brain surgery as a form of treatment for the epilepsy he'd suffered since childhood. He was subsequently the focus of study by over 100 psychologists and neuroscientists and he's been mentioned in over 12,000 journal articles! Molaison's surgery involved the removal of large parts of the hippocampus on both sides of his brain and the result was that he was almost entirely unable to store any new information in long-term memory (there were some exceptions – for example, after 1963 he was aware that a US president had been assassinated in Dallas). The extremity of Molaison's deficits was a surprise to experts of the day because many of them believed that memory was distributed throughout the cerebral cortex.

Today, Molaison's legacy lives on: his brain was carefully sliced and preserved and turned into a 3D digital atlas and his life story is reportedly due to be turned into a feature film based on the book researcher Suzanne Corkin wrote about him:  Permanent Present Tense, The Man With No Memory and What He Taught The World .

See also 'Understanding amnesia - Is it time to forget H.M.?'

Victor Leborgne (nickname "Tan")

The fact that, in most people, language function is served predominantly by the left frontal cortex has today almost become common knowledge, at least among psych students. However, back in the early 19th century, the consensus view was that language function (like memory, see entry for H.M.) was distributed through the brain. An 19th century patient who helped change that was Victor Leborgne, a Frenchman who was nicknamed "Tan" because that was the only sound he could utter (besides the expletive phrase "sacre nom de Dieu").

In 1861, aged 51, Leborgne was referred to the renowned neurologist Paul Broca, but died soon after. Broca examined Leborgne's brain and noticed a lesion in his left frontal lobe – a segment of tissue now known as Broca's area. Given Leborgne's impaired speech but intact comprehension, Broca concluded that this area of the brain was responsible for speech production and he set about persuading his peers of this fact – now recognised as a key moment in psychology's history.

For decades little was known about Leborgne, besides his important contribution to science. However, in a paper published in 2013, Cezary Domanski at Maria Curie-Sklodowska University in Poland uncovered new biographical details, including the possibility that Leborgne muttered the word "Tan" because his birthplace of Moret, home to several tanneries.

See also ' Glimpsed at last ', and ' Using brain imaging to re-evaluate psychology's three most famous cases '.

Wild Boy of Aveyron

The "Wild boy of Aveyron" – named Victor by the physician Jean-Marc Itard – was found emerging from Aveyron forest in South West France in 1800, aged 11 or 12, where's it's thought he had been living in the wild for several years. For psychologists and philosophers, Victor became a kind of "natural experiment" into the question of nature and nurture. How would he be affected by the lack of human input early in his life?

Those who hoped Victor would support the notion of the "noble savage" uncorrupted by modern civilisation were largely disappointed: the boy was dirty and dishevelled, defecated where he stood and apparently motivated largely by hunger. Victor acquired celebrity status after he was transported to Paris and Itard began a mission to teach and socialise the "feral child". This programme met with mixed success: Victor never learned to speak fluently, but he dressed, learned civil toilet habits, could write a few letters and acquired some very basic language comprehension. Autism expert Uta Frith believes Victor may have been abandoned because he was autistic, but she acknowledges we will never know the truth of his background.

Victor's story inspired the 2004 novel  The Wild Boy  and was dramatised in the 1970 French film  The Wild Child .

Listen to an episode of 'The Mind Changers'.

Nicknamed 'Kim-puter' by his friends, Peek who died in 2010 aged 58, was the inspiration for Dustin Hoffman's autistic savant character in the multi-Oscar-winning film  Rain Man . Before that movie, which was released in 1988, few people had heard of autism, so Peek via the film can be credited with helping to raise the profile of the condition.

Arguably though, the film also helped spread the popular misconception that giftedness is a hallmark of autism (in one notable scene, Hoffman's character deduces in an instant the precise number of cocktail sticks – 246 – that a waitress drops on the floor). Peek himself was actually a non-autistic savant, born with brain abnormalities including a malformed cerebellum and an absent corpus callosum (the massive bundle of tissue that usually connects the two hemispheres). His savant skills were astonishing and included calendar calculation, as well as an encyclopaedic knowledge of history, literature, classical music, US zip codes and travel routes. It was estimated that he read more than 12,000 books in his life time, all of them committed to flawless memory. Although outgoing and sociable, Peek had coordination problems and struggled with abstract or conceptual thinking.

"Anna O." is the pseudonym for Bertha Pappenheim, a pioneering German Jewish feminist and social worker who died in 1936 aged 77. As Anna O. she is known as one of the first ever patients to undergo psychoanalysis and her case inspired much of Freud's thinking on mental illness. Pappenheim first came to the attention of another psychoanalyst, Joseph Breuer, in 1880 when he was called to her house in Vienna where she was lying in bed, almost entirely paralysed. Her other symptoms include hallucinations, personality changes and rambling speech, but doctors could find no physical cause.

For 18 months, Breuer visited her almost daily and talked to her about her thoughts and feelings, including her grief for her father, and the more she talked, the more her symptoms seemed to fade – this was apparently one of the first ever instances of psychoanalysis or "the talking cure", although the degree of Breuer's success has been disputed and some historians allege that Pappenheim did have an organic illness, such as epilepsy.

Although Freud never met Pappenheim, he wrote about her case, including the notion that she had a hysterical pregnancy, although this too is disputed. The latter part of Pappenheim's life in Germany post 1888 is as remarkable as her time as Anna O. She became a prolific writer and social pioneer, including authoring stories, plays, and translating seminal texts, and she founded social clubs for Jewish women, worked in orphanages and founded the German Federation of Jewish Women.

Kitty Genovese

Sadly, it is not really Kitty Genovese the person who has become one of psychology's classic case studies, but rather the terrible fate that befell her. In 1964 in New York, Genovese was returning home from her job as a bar maid when she was attacked and eventually murdered by Winston Mosely. What made this tragedy so influential to psychology was that it inspired research into what became known as the Bystander Phenomenon – the now well-established finding that our sense of individual responsibility is diluted by the presence of other people. According to folklore, 38 people watched Genovese's demise yet not one of them did anything to help, apparently a terrible real life instance of the Bystander Effect.

However, the story doesn't end there because historians have since established  the reality was much more complicated  – at least two people did try to summon help, and actually there was only one witness the second and fatal attack. While the main principle of the Bystander Effect has stood the test of time, modern psychology's understanding of the way it works has become a lot more nuanced. For example, there's evidence that in some situations people are more likely to act when they're part of a larger group, such as when they and the other group members all belong to the same social category (such as all being women) as the victim.

See also another angle , on false confessions.

Little Albert

"Little Albert" was the nickname that the pioneering behaviourist psychologist John Watson gave to an 11-month-old baby, in whom, with his colleague and future wife Rosalind Rayner, he deliberately attempted to instill certain fears through a process of conditioning. The research, which was of dubious scientific quality, was conducted in 1920 and has become notorious for being so unethical (such a procedure would never be given approval in modern university settings).

Interest in Little Albert has reignited in recent years as an academic quarrel has erupted over his true identity. A group led by Hall Beck at Appalachian University announced in 2011 that they thought Little Albert was actually Douglas Merritte, the son of a wet nurse at John Hopkins University where Watson and Rayner were based. According to this sad account, Little Albert was neurologically impaired, compounding the unethical nature of the Watson/Rayner research, and he died aged six of  hydrocephalus (fluid on the brain).

However, this account was challenged by a different group of scholars led by Russell Powell at MacEwan University in 2014. They established that Little Albert was more likely William A Barger (recorded in his medical file as Albert Barger), the son of a different wet nurse. Earlier this year, textbook writer Richard Griggs weighed up all the evidence and concluded that the Barger story is the more credible, which would mean that Little Albert in fact died 2007 aged 87.

Chris Sizemore

Chris Costner Sizemore is one of the most famous patients to be given the controversial diagnosis of multiple personality disorder, known today as dissociative identity disorder. Sizemore's alter egos apparently included Eve White, Eve Black, Jane and many others. By some accounts, Sizemore expressed these personalities as a coping mechanism in the face of traumas she experienced in childhood, including seeing her mother badly injured and a man sawn in half at a lumber mill.

In recent years, Sizemore has described how her alter egos have been combined into one united personality for many decades, but she still sees different aspects of her past as belonging to her different personalities. For example, she has stated that her husband was married to Eve White (not her), and that Eve White is the mother of her first daughter. Her story was turned into a movie in 1957 called  The Three Faces of Eve  (based on a book of the same name written by her psychiatrists). Joanne Woodward won the best actress Oscar for portraying Sizemore and her various personalities in this film. Sizemore published her autobiography in 1977 called  I'm Eve . In 2009, she appeared on the BBC's  Hard Talk  interview show.

David Reimer

One of the most famous patients in psychology, Reimer lost his penis in a botched circumcision operation when he was just 8 months old. His parents were subsequently advised by psychologist John Money to raise Reimer as a girl, "Brenda", and for him to undergo further surgery and hormone treatment to assist his gender reassignment. Money initially described the experiment (no one had tried anything like this before) as a huge success that appeared to support his belief in the important role of socialisation, rather than innate factors, in children's gender identity.

In fact, the reassignment was seriously problematic and Reimer's boyishness was never far beneath the surface. When he was aged 14, Reimer was told the truth about his past and set about reversing the gender reassignment process to become male again. He later campaigned against other children with genital injuries being gender reassigned in the way that he had been. His story was turned into the book  As Nature Made Him, The Boy Who Was Raised As A Girl  by John Colapinto, and he is the subject of two BBC Horizon documentaries. Tragically, Reimer took his own life in 2004, aged just 38.

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Understanding Case Study Method in Research: A Comprehensive Guide

Table of Contents

Have you ever wondered how researchers uncover the nuanced layers of individual experiences or the intricate workings of a particular event? One of the keys to unlocking these mysteries lies in the qualitative research focusing on a single subject in its real-life context.">case study method , a research strategy that might seem straightforward at first glance but is rich with complexity and insightful potential. Let’s dive into the world of case studies and discover why they are such a valuable tool in the arsenal of research methods.

What is a Case Study Method?

At its core, the case study method is a form of qualitative research that involves an in-depth, detailed examination of a single subject, such as an individual, group, organization, event, or phenomenon. It’s a method favored when the boundaries between phenomenon and context are not clearly evident, and where multiple sources of data are used to illuminate the case from various perspectives. This method’s strength lies in its ability to provide a comprehensive understanding of the case in its real-life context.

Historical Context and Evolution of Case Studies

Case studies have been around for centuries, with their roots in medical and psychological research. Over time, their application has spread to disciplines like sociology, anthropology, business, and education. The evolution of this method has been marked by a growing appreciation for qualitative data and the rich, contextual insights it can provide, which quantitative methods may overlook.

Characteristics of Case Study Research

What sets the case study method apart are its distinct characteristics:

• Intensive Examination: It provides a deep understanding of the case in question, considering the complexity and uniqueness of each case.
• Contextual Analysis: The researcher studies the case within its real-life context, recognizing that the context can significantly influence the phenomenon.
• Multiple Data Sources: Case studies often utilize various data sources like interviews, observations, documents, and reports, which provide multiple perspectives on the subject.
• Participant’s Perspective: This method often focuses on the perspectives of the participants within the case, giving voice to those directly involved.

Types of Case Studies

There are different types of case studies, each suited for specific research objectives:

• Exploratory: These are conducted before large-scale research projects to help identify questions, select measurement constructs, and develop hypotheses.
• Descriptive: These involve a detailed, in-depth description of the case, without attempting to determine cause and effect.
• Explanatory: These are used to investigate cause-and-effect relationships and understand underlying principles of certain phenomena.
• Intrinsic: This type is focused on the case itself because the case presents an unusual or unique issue.
• Instrumental: Here, the case is secondary to understanding a broader issue or phenomenon.
• Collective: These involve studying a group of cases collectively or comparably to understand a phenomenon, population, or general condition.

The Process of Conducting a Case Study

Conducting a case study involves several well-defined steps:

• Defining Your Case: What or who will you study? Define the case and ensure it aligns with your research objectives.
• Selecting Participants: If studying people, careful selection is crucial to ensure they fit the case criteria and can provide the necessary insights.
• Data Collection: Gather information through various methods like interviews, observations, and reviewing documents.
• Data Analysis: Analyze the collected data to identify patterns, themes, and insights related to your research question.
• Reporting Findings: Present your findings in a way that communicates the complexity and richness of the case study, often through narrative.

Case Studies in Practice: Real-world Examples

Case studies are not just academic exercises; they have practical applications in every field. For instance, in business, they can explore consumer behavior or organizational strategies. In psychology, they can provide detailed insight into individual behaviors or conditions. Education often uses case studies to explore teaching methods or learning difficulties.

Advantages of Case Study Research

While the case study method has its critics, it offers several undeniable advantages:

• Rich, Detailed Data: It captures data too complex for quantitative methods.
• Contextual Insights: It provides a better understanding of the phenomena in its natural setting.
• Contribution to Theory: It can generate and refine theory, offering a foundation for further research.

Limitations and Criticism

However, it’s important to acknowledge the limitations and criticisms:

• Generalizability : Findings from case studies may not be widely generalizable due to the focus on a single case.
• Subjectivity: The researcher’s perspective may influence the study, which requires careful reflection and transparency.
• Time-Consuming: They require a significant amount of time to conduct and analyze properly.

Concluding Thoughts on the Case Study Method

The case study method is a powerful tool that allows researchers to delve into the intricacies of a subject in its real-world environment. While not without its challenges, when executed correctly, the insights garnered can be incredibly valuable, offering depth and context that other methods may miss. Robert K\. Yin ’s advocacy for this method underscores its potential to illuminate and explain contemporary phenomena, making it an indispensable part of the researcher’s toolkit.

Reflecting on the case study method, how do you think its application could change with the advancements in technology and data analytics? Could such a traditional method be enhanced or even replaced in the future?

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Research Methods in Psychology

1 Introduction to Psychological Research – Objectives and Goals, Problems, Hypothesis and Variables

• Nature of Psychological Research
• The Context of Discovery
• Context of Justification
• Characteristics of Psychological Research
• Goals and Objectives of Psychological Research

2 Introduction to Psychological Experiments and Tests

• Independent and Dependent Variables
• Extraneous Variables
• Experimental and Control Groups
• Introduction of Test
• Types of Psychological Test
• Uses of Psychological Tests

3 Steps in Research

• Research Process
• Identification of the Problem
• Review of Literature
• Formulating a Hypothesis
• Identifying Manipulating and Controlling Variables
• Formulating a Research Design
• Constructing Devices for Observation and Measurement
• Sample Selection and Data Collection
• Data Analysis and Interpretation
• Hypothesis Testing
• Drawing Conclusion

4 Types of Research and Methods of Research

• Historical Research
• Descriptive Research
• Correlational Research
• Qualitative Research
• Ex-Post Facto Research
• True Experimental Research
• Quasi-Experimental Research

5 Definition and Description Research Design, Quality of Research Design

• Research Design
• Purpose of Research Design
• Design Selection
• Criteria of Research Design
• Qualities of Research Design

6 Experimental Design (Control Group Design and Two Factor Design)

• Experimental Design
• Control Group Design
• Two Factor Design

7 Survey Design

• Survey Research Designs
• Steps in Survey Design
• Structuring and Designing the Questionnaire
• Interviewing Methodology
• Data Analysis
• Final Report

8 Single Subject Design

• Single Subject Design: Definition and Meaning
• Phases Within Single Subject Design
• Requirements of Single Subject Design
• Characteristics of Single Subject Design
• Types of Single Subject Design
• Advantages of Single Subject Design
• Disadvantages of Single Subject Design

9 Observation Method

• Definition and Meaning of Observation
• Characteristics of Observation
• Types of Observation
• Advantages and Disadvantages of Observation
• Guides for Observation Method

10 Interview and Interviewing

• Definition of Interview
• Types of Interview
• Aspects of Qualitative Research Interviews
• Interview Questions
• Convergent Interviewing as Action Research
• Research Team

11 Questionnaire Method

• Definition and Description of Questionnaires
• Types of Questionnaires
• Purpose of Questionnaire Studies
• Designing Research Questionnaires
• The Methods to Make a Questionnaire Efficient
• The Types of Questionnaire to be Included in the Questionnaire
• Advantages and Disadvantages of Questionnaire
• When to Use a Questionnaire?

12 Case Study

• Definition and Description of Case Study Method
• Historical Account of Case Study Method
• Designing Case Study
• Requirements for Case Studies
• Guideline to Follow in Case Study Method
• Other Important Measures in Case Study Method
• Case Reports

13 Report Writing

• Purpose of a Report
• Writing Style of the Report
• Report Writing – the Do’s and the Don’ts
• Format for Report in Psychology Area
• Major Sections in a Report

14 Review of Literature

• Purposes of Review of Literature
• Sources of Review of Literature
• Types of Literature
• Writing Process of the Review of Literature
• Preparation of Index Card for Reviewing and Abstracting

15 Methodology

• Definition and Purpose of Methodology
• Participants (Sample)
• Apparatus and Materials

16 Result, Analysis and Discussion of the Data

• Definition and Description of Results
• Statistical Presentation
• Tables and Figures

17 Summary and Conclusion

• Summary Definition and Description
• Guidelines for Writing a Summary
• Writing the Summary and Choosing Words
• A Process for Paraphrasing and Summarising
• Summary of a Report
• Writing Conclusions

18 References in Research Report

• Reference List (the Format)
• References (Process of Writing)
• Reference List and Print Sources
• Electronic Sources
• Book on CD Tape and Movie
• Reference Specifications
• General Guidelines to Write References

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• Perspective
• Published: 22 November 2022

Single case studies are a powerful tool for developing, testing and extending theories

• Lyndsey Nickels   ORCID: orcid.org/0000-0002-0311-3524 1 , 2 ,
• Simon Fischer-Baum   ORCID: orcid.org/0000-0002-6067-0538 3 &
• Wendy Best   ORCID: orcid.org/0000-0001-8375-5916 4  

Nature Reviews Psychology volume  1 ,  pages 733–747 ( 2022 ) Cite this article

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Psychology embraces a diverse range of methodologies. However, most rely on averaging group data to draw conclusions. In this Perspective, we argue that single case methodology is a valuable tool for developing and extending psychological theories. We stress the importance of single case and case series research, drawing on classic and contemporary cases in which cognitive and perceptual deficits provide insights into typical cognitive processes in domains such as memory, delusions, reading and face perception. We unpack the key features of single case methodology, describe its strengths, its value in adjudicating between theories, and outline its benefits for a better understanding of deficits and hence more appropriate interventions. The unique insights that single case studies have provided illustrate the value of in-depth investigation within an individual. Single case methodology has an important place in the psychologist’s toolkit and it should be valued as a primary research tool.

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Acknowledgements

The authors thank all of those pioneers of and advocates for single case study research who have mentored, inspired and encouraged us over the years, and the many other colleagues with whom we have discussed these issues.

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Nickels, L., Fischer-Baum, S. & Best, W. Single case studies are a powerful tool for developing, testing and extending theories. Nat Rev Psychol 1 , 733–747 (2022). https://doi.org/10.1038/s44159-022-00127-y

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Understanding the Importance of Case Studies in Psychology

Case studies play a crucial role in the field of psychology, providing researchers with valuable insights into human behavior and mental processes. From providing real-life examples to generating hypotheses and analyzing rare phenomena, case studies offer a deep dive into the complexities of the human mind.

But how are these studies conducted, and what are the different types? In this article, we will explore the significance of case studies in psychology, their methodology, and the various types that researchers utilize in their work.

• Case studies provide real-life examples to support theories and concepts in psychology.
• They allow for in-depth analysis of individual experiences, thoughts, and behaviors.
• Case studies help generate hypotheses and provide insight into rare phenomena, making them valuable in research.
• 1 What Are Case Studies in Psychology?
• 2.1 Provide Real-life Examples
• 2.2 Allow for In-depth Analysis
• 2.3 Help in Generating Hypotheses
• 2.4 Provide Insight into Rare Phenomena
• 2.5 Can be Used in Ethically Sensitive Situations
• 3.1 Selecting a Case
• 3.2 Collecting Data
• 3.3 Analyzing Data
• 3.4 Reporting Findings
• 4.1 Descriptive Case Studies
• 4.2 Exploratory Case Studies
• 4.3 Explanatory Case Studies
• 4.4 Collective Case Studies
• 4.5 Single-Case Studies
• 4.6 Multiple-Case Studies
• 5.1 What are case studies in psychology?
• 5.2 Why are case studies important in psychology?
• 5.3 How do case studies help in understanding psychology?
• 5.4 What are the benefits of using case studies in psychology?
• 5.5 Can case studies be used to generalize findings?
• 5.6 What are the limitations of using case studies in psychology?

What Are Case Studies in Psychology?

Case studies in psychology refer to detailed investigations of a single individual, group, or event to explore underlying principles and behaviors.

These studies are conducted to gain a deeper understanding of specific psychological phenomena and provide valuable insights into the complexities of human behavior. By focusing on a particular subject, researchers are able to examine real-world scenarios in depth, uncovering unique aspects that may not be captured through larger-scale studies.

The purpose of case studies in psychology is not only to analyze specific cases but also to draw broader conclusions and develop theories that can contribute to the advancement of psychological knowledge. They serve as a crucial tool in the research process, allowing researchers to examine complex interactions and variables within a controlled framework.

Why Are Case Studies Important in Psychology?

Case studies hold significant importance in psychology due to their ability to provide detailed insights into individual behavior and psychological phenomena.

Through case studies , psychologists can delve deep into the unique circumstances surrounding a particular person or group, shedding light on complex psychological processes that may not be easily observable in large-scale research.

These in-depth examinations enable researchers to explore rare phenomena that may not be commonly encountered in everyday life, offering a valuable opportunity to study and understand the complexities of human behavior.

Case studies play a crucial role in generating hypotheses for further investigation, laying the groundwork for more extensive research studies.

Provide Real-life Examples

Case studies in psychology offer real-life examples that allow researchers and practitioners to apply theoretical concepts to actual scenarios, a practice famously exemplified by Sigmund Freud in his clinical work.

Freud’s use of case studies, such as the famous ‘Anna O.’ case, revolutionized how psychologists understand and treat mental disorders.

These in-depth investigations delve into an individual’s thoughts, emotions, and behaviors, providing rich data for analyzing psychological principles in action.

By examining specific cases, professionals can gain insights into varying mental health conditions, like schizophrenia, PTSD, or phobias.

Allow for In-depth Analysis

Case studies enable researchers to conduct in-depth analyses of complex psychological phenomena, facilitating detailed data collection and rigorous analysis methods.

By delving deeply into individual cases, researchers can gather rich, detailed information that may not be accessible through other research methods.

Data collection techniques such as interviews, observations, and archival research are commonly employed to gather comprehensive data.

Analytical approaches such as thematic analysis, content analysis, and grounded theory are then utilized to interpret the gathered information and derive meaningful insights.

Through this intricate process, researchers can uncover nuanced patterns, behaviors, and underlying psychological dynamics, leading to qualitative research that offers valuable insights into human behavior and cognition.

Help in Generating Hypotheses

Case studies play a key role in generating hypotheses within psychology by providing rich qualitative data that can inform diagnostic processes and research directions.

These in-depth analyses of individual cases allow researchers to delve into specific behaviors, experiences, and psychological phenomena, offering detailed insights that can lead to the formulation of new theories or test existing hypotheses.

• By examining unique cases, psychologists can identify patterns, outliers, and uncommon manifestations that expand their understanding of mental health conditions and human behavior.
• The flexibility of case study research methods enables researchers to adapt their approach to each unique case, accommodating the complex and intricate nature of psychological disorders.

This nuanced exploration of individual experiences and symptoms contributes significantly to the development of accurate diagnostic criteria and effective treatment strategies, enhancing the overall quality of psychological research and clinical practice.

Provide Insight into Rare Phenomena

Case studies offer valuable insights into rare psychological phenomena that may not be easily captured through traditional research methods, such as the application of cognitive behavioral therapy in exceptional cases.

These in-depth examinations of individual cases allow researchers to delve deeper into unique psychological abnormalities that may defy standard treatment strategies. For instance, rare cases of dissociative identity disorder have shown remarkable progress with the implementation of cognitive behavioral therapy , shedding light on the potential effectiveness of this unconventional approach. Through detailed narratives of patient experiences and therapeutic interventions, case studies provide a rich source of information for psychologists and therapists alike, offering a nuanced understanding of complex psychological conditions.

Can be Used in Ethically Sensitive Situations

Case studies are instrumental in addressing ethically sensitive situations within psychology, ensuring the competence and adherence to ethical guidelines in clinical practice and research.

In the realm of clinical settings, it is imperative for psychologists to uphold the highest ethical standards when dealing with delicate ethical dilemmas that may arise. By diving into case studies, professionals can gain valuable insights into the complexities of ethical decision-making processes. For a better understanding of the importance of case studies in psychology, you can refer to this external link .

The application of ethical principles plays a fundamental role in safeguarding the welfare of clients and maintaining trust in the therapeutic relationship. Ethical considerations serve as the moral compass guiding psychologists in navigating intricate scenarios that may challenge their professional integrity.

How Are Case Studies Conducted in Psychology?

Case studies in psychology are conducted through a systematic process involving the selection of a case, data collection, thorough analysis, and comprehensive reporting of findings.

Regarding selecting a case for a psychological study, researchers typically look for rich and detailed examples that can provide valuable insights into specific phenomena or conditions. This selection process often involves careful consideration of factors such as uniqueness, relevance to the research question, and the availability of information.

Data collection methods in psychological case studies can vary, ranging from structured interviews and observations to psychological tests and document analysis. These methods aim to gather comprehensive and reliable data that can offer a deep understanding of the case under investigation.

Once the data is collected, researchers employ various analytical approaches, such as thematic analysis, content analysis, or grounded theory, to identify patterns, themes, and relationships within the data. These analytical techniques help in uncovering significant findings and drawing meaningful conclusions.

Selecting a Case

The initial step in conducting a case study in psychology involves selecting an individual case with a compelling personal history that aligns with the research objectives.

It is paramount to consider the individual’s background, experiences, and unique attributes when choosing a case.

• Assessing the personal history of the case subject can provide valuable insights into potential factors contributing to their current situation.
• Ensuring that the research objectives are in harmony with the characteristics of the chosen case helps maintain relevance and coherence in the study.
• Each case has its own complexities, challenges, and dynamics that can offer rich material for analysis and interpretation.

Therefore, a thorough evaluation of the personal history, alignment with research goals, and distinct qualities of the case individual are crucial steps in the selection process for a psychological case study.

Collecting Data

Data collection in psychological case studies involves various methods such as observational studies , archival record reviews, and direct interviews to gather comprehensive information about the case.

Observational studies, one of the primary data collection techniques in psychological case studies, involve the systematic observation of individuals in their natural environment to understand their behavior and interactions. Researchers closely analyze and document these observations to gain insights into the case under study.

Archival record reviews play a crucial role in accessing historical information related to the case. Researchers sift through records such as medical reports, school transcripts, or legal documents to gather valuable data that provides context and background for the case.

Interview methods offer researchers the opportunity to delve deeper into the case by directly interacting with the individuals involved. Through structured or semi-structured interviews, researchers can gather detailed accounts, emotions, and perspectives, enriching the understanding of the case.

Analyzing Data

Data analysis in psychological case studies involves rigorous examination methods such as interpretative phenomenological analysis to derive meaningful insights from collected information.

This approach aims to uncover underlying themes and patterns within the data, allowing researchers to delve deep into the subjective experiences of individuals studied. Through thematic coding practices, researchers categorize and organize data based on recurring themes or concepts, facilitating a systematic analysis process. By employing analytical rigor and attention to detail, researchers can extract valuable insights that contribute to a more profound understanding of the psychological phenomena under investigation.

Reporting Findings

Reporting findings in psychological case studies follows established guidelines such as the APA format, ensuring clear and concise documentation of the research outcomes and clinical observations.

Following the APA format standards is crucial in the field of psychology as it provides a structured framework for presenting research data and insights. By adhering to these guidelines, researchers can enhance the credibility and reproducibility of their findings, fostering transparency in the scientific community.

The meticulous reporting of results not only aids in the replication of studies but also facilitates the integration of new knowledge into existing theories and practices. Maintaining consistency in clinical documentation allows for effective communication among professionals, promoting collaborative efforts in advancing psychological research.

What Are the Different Types of Case Studies in Psychology?

In psychology, various types of case studies exist, including descriptive case studies that aim to provide detailed accounts and explanatory case studies that focus on understanding underlying psychological mechanisms.

Descriptive case studies often involve extensive qualitative data collection through methods such as interviews, observations, and document analysis to present a rich narrative of an individual’s experiences or behaviors.

On the other hand, explanatory case studies delve deeper into the causal relationships between variables, seeking to uncover the reasons behind certain psychological phenomena or behaviors.

While descriptive studies offer a comprehensive portrayal, explanatory studies strive to unravel the ‘why’ and ‘how’ aspects, shedding light on the mechanisms at play in complex psychological processes.

Descriptive Case Studies

Descriptive case studies in psychology involve detailed observations and analyses of individual cases to provide comprehensive insights into behavior and psychological processes.

Observational research methods play a crucial role in conducting descriptive case studies, allowing researchers to directly observe and document the behaviors and responses of the individuals under study. These methods often involve naturalistic observations in real-life settings, providing rich and nuanced data for analysis. Researchers often employ thematic coding practices to categorize and analyze the qualitative data collected during these observations, identifying recurring themes and patterns within the behavior of the case subjects.

Exploratory Case Studies

Exploratory case studies in psychology aim to delve into new areas of research, employing thematic coding to identify patterns and themes within the collected data.

Thematic coding, a crucial methodology in these studies, involves categorizing data based on recurring themes and concepts that emerge during analysis. This process allows researchers to uncover hidden connections and gain deeper insight into the phenomena under investigation.

Longitudinal studies, often utilized in exploratory research, provide a temporal perspective by tracking changes and developments over an extended period. This longitudinal approach enables researchers to observe how patterns evolve over time, offering a more comprehensive understanding of complex psychological processes.

Explanatory Case Studies

Explanatory case studies in psychology focus on understanding the underlying psychological phenomena through interpretative phenomenological analysis, uncovering the complexities of individual behavior.

By utilizing interpretative phenomenological analysis methods, researchers can delve deep into the subjective experiences and perceptions of participants, providing rich insights into the intricate workings of the human mind. These case studies serve as valuable tools for theory testing approaches, allowing psychologists to explore the applicability and validity of existing theories in real-world contexts.

The theoretical interpretations derived from these studies help in advancing our understanding of psychological processes, shedding light on factors that influence behavior, emotions, and cognition. Through detailed qualitative analysis, researchers can capture the nuances and subtleties of individual differences and diverse psychological phenomena, contributing to the broader field of psychology.

Collective Case Studies

Collective case studies in psychology involve the examination of multiple cases or a group of individuals over an extended period, often utilizing longitudinal study designs to capture developmental changes.

The primary goal of collective case studies is to provide a comprehensive understanding of specific phenomena by observing patterns across different cases. By analyzing these cases simultaneously, researchers can gain insights into shared experiences, unique outcomes, and variations that might occur within the group.

Longitudinal study frameworks in collective case studies allow researchers to track changes over time, providing valuable data on long-term behavioral patterns and psychological development.

Cross-sectional comparisons, on the other hand, enable researchers to compare different cases at a specific point in time, helping identify similarities, differences, and potential factors influencing group dynamics.

Single-Case Studies

Single-case studies in psychology focus on individual cases, allowing for a detailed examination of unique behaviors and psychological patterns while addressing potential researcher biases.

By diving into a single individual’s experience, researchers can gain in-depth insights into specific behaviors and responses. This approach enables a focused analysis of the complexities that may not be observable in larger samples, leading to a nuanced understanding of psychological phenomena.

Scientific rigor plays a crucial role in single-case studies, requiring meticulous observation, documentation, and interpretation to uphold the validity and reliability of findings.

Attention to ethical considerations is paramount in these studies, ensuring the well-being and autonomy of the participant while maintaining the integrity of the research process. Researchers must also navigate the limitations inherent in single-case studies, such as generalizability issues and the need for robust experimental controls to establish causal relationships.

Multiple-Case Studies

Multiple-case studies in psychology involve the comparison of several cases to identify commonalities, differences, and patterns, allowing for generalizations within specific contexts.

When conducting multiple-case studies, researchers typically aim to extend beyond individual case analyses to explore overarching themes and patterns that may apply to a larger population or phenomenon.

By utilizing comparative analysis, researchers can delve into the nuances of each case, observing the interplay of various factors and variables that contribute to specific outcomes.

Through this method, researchers can test existing theories, refine hypotheses, and develop new insights that contribute to the broader understanding of complex psychological phenomena.

Frequently Asked Questions

What are case studies in psychology.

Case studies in psychology involve in-depth analysis and examination of an individual, group, or event, usually to understand underlying psychological principles and phenomena.

Why are case studies important in psychology?

Case studies provide detailed and specific information about an individual or group, allowing researchers to gain a deep understanding of complex psychological processes and behaviors.

How do case studies help in understanding psychology?

Case studies help in understanding psychology by providing real-world examples of psychological theories and concepts, making them easier to comprehend and apply.

What are the benefits of using case studies in psychology?

Case studies offer a rich source of data, provide insights into rare or unusual cases, and allow for the exploration of complex and multifaceted phenomena in a real-world context.

Can case studies be used to generalize findings?

No, case studies are not meant to be used for generalization as they focus on a specific individual or group and do not represent the entire population. However, they can be used to generate hypotheses for future research.

What are the limitations of using case studies in psychology?

Some limitations of case studies include potential bias from the researcher, difficulty in replicating results, and lack of control over variables. Additionally, they may not be generalizable to the broader population.

Rachel Liu, a social psychologist, examines the influence of societal and cultural factors on individual behavior. Her research has spanned topics from group dynamics and social identity to the psychological impacts of social media. Rachel’s writing aims to illuminate the ways in which social environments shape our thoughts, feelings, and actions, offering insights into improving interpersonal relationships and fostering inclusive communities.

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• > Critical Thinking in Psychology
• > The Case Study Perspective on Psychological Research

Book contents

• Frontmatter
• List of Illustrations and Tables
• List of Contributors
• 1 The Nature and Nurture of Critical Thinking
• 2 Evaluating Experimental Research
• 3 Critical Thinking in Quasi-Experimentation
• 4 Evaluating Surveys and Questionnaires
• 5 Critical Thinking in Designing and Analyzing Research
• 6 The Case Study Perspective on Psychological Research
• 7 Informal Logical Fallacies
• 8 Designing Studies to Avoid Confounds
• 9 Evaluating Theories
• 10 Not All Experiments Are Created Equal
• 11 Making Claims in Papers and Talks
• 12 Critical Thinking in Clinical Inference
• 13 Evaluating Parapsychological Claims
• 14 Why Would Anyone Do or Believe Such a Thing?
• 15 The Belief Machine
• 16 Critical Thinking and Ethics in Psychology
• 17 Critical Thinking in Psychology
• Author Index
• Subject Index

6 - The Case Study Perspective on Psychological Research

Published online by Cambridge University Press:  05 June 2012

The case study approach has a rich history in psychology as a method for observing the ways in which individuals may demonstrate abnormal thinking and behavior, for collecting evidence concerning the circumstances and consequences surrounding such disorders, and for providing data to generate and test models of human behavior (see Yin, 1998, for an overview). Nevertheless, the most typical methods for scientifically studying human cognition involve testing groups of healthy people – typically, college undergraduates. In their statistics and research methods courses, psychology students are trained to study the effects of manipulations that are significant across groups of participants despite considerable variation at the level of the individual. They are trained to be skeptical of reasoning from an individual case that goes against the general trend, and to be suspicious of the compelling anecdote that may be introduced to defend some position about how cognition or social interactions might work. Given this state of affairs, are the practitioners of the case study approach misguided, or can valid conclusions be drawn from findings with one patient? Can case reports that detail a client's symptoms and reactions to psychotherapy constitute scientific data? What about case studies that investigate how brain damage affects particular cognitive processes? The goal of this chapter is to demonstrate how single-case-study approaches in clinical psychology and cognitive neuropsychology have contributed to the advancement of theories and models of human cognition and to address the common concerns that researchers often have about case study methodology.

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• The Case Study Perspective on Psychological Research
• By Randi Martin , Rice University, Rachel Hull , Rice University
• Edited by Robert J. Sternberg , Yale University, Connecticut , Henry L. Roediger III , Washington University, St Louis , Diane F. Halpern , Claremont McKenna College, California
• Book: Critical Thinking in Psychology
• Online publication: 05 June 2012
• Chapter DOI: https://doi.org/10.1017/CBO9780511804632.007

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15 Famous Experiments and Case Studies in Psychology

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Psychology has seen thousands upon thousands of research studies over the years. Most of these studies have helped shape our current understanding of human thoughts, behavior, and feelings.

The psychology case studies in this list are considered classic examples of psychological case studies and experiments, which are still being taught in introductory psychology courses up to this day.

Some studies, however, were downright shocking and controversial that you’d probably wonder why such studies were conducted back in the day. Imagine participating in an experiment for a small reward or extra class credit, only to be left scarred for life. These kinds of studies, however, paved the way for a more ethical approach to studying psychology and implementation of research standards such as the use of debriefing in psychology research .

Case Study vs. Experiment

Before we dive into the list of the most famous studies in psychology, let us first review the difference between case studies and experiments.

• It is an in-depth study and analysis of an individual, group, community, or phenomenon. The results of a case study cannot be applied to the whole population, but they can provide insights for further studies.
• It often uses qualitative research methods such as observations, surveys, and interviews.
• It is often conducted in real-life settings rather than in controlled environments.
• An experiment is a type of study done on a sample or group of random participants, the results of which can be generalized to the whole population.
• It often uses quantitative research methods that rely on numbers and statistics.
• It is conducted in controlled environments, wherein some things or situations are manipulated.

See Also: Experimental vs Observational Studies

Famous Experiments in Psychology

1. the marshmallow experiment.

Psychologist Walter Mischel conducted the marshmallow experiment at Stanford University in the 1960s to early 1970s. It was a simple test that aimed to define the connection between delayed gratification and success in life.

The instructions were fairly straightforward: children ages 4-6 were presented a piece of marshmallow on a table and they were told that they would receive a second piece if they could wait for 15 minutes without eating the first marshmallow.

About one-third of the 600 participants succeeded in delaying gratification to receive the second marshmallow. Mischel and his team followed up on these participants in the 1990s, learning that those who had the willpower to wait for a larger reward experienced more success in life in terms of SAT scores and other metrics.

This case study also supported self-control theory , a theory in criminology that holds that people with greater self-control are less likely to end up in trouble with the law!

The classic marshmallow experiment, however, was debunked in a 2018 replication study done by Tyler Watts and colleagues.

This more recent experiment had a larger group of participants (900) and a better representation of the general population when it comes to race and ethnicity. In this study, the researchers found out that the ability to wait for a second marshmallow does not depend on willpower alone but more so on the economic background and social status of the participants.

2. The Bystander Effect

In 1694, Kitty Genovese was murdered in the neighborhood of Kew Gardens, New York. It was told that there were up to 38 witnesses and onlookers in the vicinity of the crime scene, but nobody did anything to stop the murder or call for help.

Such tragedy was the catalyst that inspired social psychologists Bibb Latane and John Darley to formulate the phenomenon called bystander effect or bystander apathy .

Subsequent investigations showed that this story was exaggerated and inaccurate, as there were actually only about a dozen witnesses, at least two of whom called the police. But the case of Kitty Genovese led to various studies that aim to shed light on the bystander phenomenon.

Latane and Darley tested bystander intervention in an experimental study . Participants were asked to answer a questionnaire inside a room, and they would either be alone or with two other participants (who were actually actors or confederates in the study). Smoke would then come out from under the door. The reaction time of participants was tested — how long would it take them to report the smoke to the authorities or the experimenters?

The results showed that participants who were alone in the room reported the smoke faster than participants who were with two passive others. The study suggests that the more onlookers are present in an emergency situation, the less likely someone would step up to help, a social phenomenon now popularly called the bystander effect.

3. Asch Conformity Study

Have you ever made a decision against your better judgment just to fit in with your friends or family? The Asch Conformity Studies will help you understand this kind of situation better.

In this experiment, a group of participants were shown three numbered lines of different lengths and asked to identify the longest of them all. However, only one true participant was present in every group and the rest were actors, most of whom told the wrong answer.

Results showed that the participants went for the wrong answer, even though they knew which line was the longest one in the first place. When the participants were asked why they identified the wrong one, they said that they didn’t want to be branded as strange or peculiar.

This study goes to show that there are situations in life when people prefer fitting in than being right. It also tells that there is power in numbers — a group’s decision can overwhelm a person and make them doubt their judgment.

4. The Bobo Doll Experiment

The Bobo Doll Experiment was conducted by Dr. Albert Bandura, the proponent of social learning theory .

Back in the 1960s, the Nature vs. Nurture debate was a popular topic among psychologists. Bandura contributed to this discussion by proposing that human behavior is mostly influenced by environmental rather than genetic factors.

In the Bobo Doll Experiment, children were divided into three groups: one group was shown a video in which an adult acted aggressively toward the Bobo Doll, the second group was shown a video in which an adult play with the Bobo Doll, and the third group served as the control group where no video was shown.

The children were then led to a room with different kinds of toys, including the Bobo Doll they’ve seen in the video. Results showed that children tend to imitate the adults in the video. Those who were presented the aggressive model acted aggressively toward the Bobo Doll while those who were presented the passive model showed less aggression.

While the Bobo Doll Experiment can no longer be replicated because of ethical concerns, it has laid out the foundations of social learning theory and helped us understand the degree of influence adult behavior has on children.

5. Blue Eye / Brown Eye Experiment

Following the assassination of Martin Luther King Jr. in 1968, third-grade teacher Jane Elliott conducted an experiment in her class. Although not a formal experiment in controlled settings, A Class Divided is a good example of a social experiment to help children understand the concept of racism and discrimination.

The class was divided into two groups: blue-eyed children and brown-eyed children. For one day, Elliott gave preferential treatment to her blue-eyed students, giving them more attention and pampering them with rewards. The next day, it was the brown-eyed students’ turn to receive extra favors and privileges.

As a result, whichever group of students was given preferential treatment performed exceptionally well in class, had higher quiz scores, and recited more frequently; students who were discriminated against felt humiliated, answered poorly in tests, and became uncertain with their answers in class.

This study is now widely taught in sociocultural psychology classes.

6. Stanford Prison Experiment

One of the most controversial and widely-cited studies in psychology is the Stanford Prison Experiment , conducted by Philip Zimbardo at the basement of the Stanford psychology building in 1971. The hypothesis was that abusive behavior in prisons is influenced by the personality traits of the prisoners and prison guards.

The participants in the experiment were college students who were randomly assigned as either a prisoner or a prison guard. The prison guards were then told to run the simulated prison for two weeks. However, the experiment had to be stopped in just 6 days.

The prison guards abused their authority and harassed the prisoners through verbal and physical means. The prisoners, on the other hand, showed submissive behavior. Zimbardo decided to stop the experiment because the prisoners were showing signs of emotional and physical breakdown.

Although the experiment wasn’t completed, the results strongly showed that people can easily get into a social role when others expect them to, especially when it’s highly stereotyped .

7. The Halo Effect

Have you ever wondered why toothpastes and other dental products are endorsed in advertisements by celebrities more often than dentists? The Halo Effect is one of the reasons!

The Halo Effect shows how one favorable attribute of a person can gain them positive perceptions in other attributes. In the case of product advertisements, attractive celebrities are also perceived as intelligent and knowledgeable of a certain subject matter even though they’re not technically experts.

The Halo Effect originated in a classic study done by Edward Thorndike in the early 1900s. He asked military commanding officers to rate their subordinates based on different qualities, such as physical appearance, leadership, dependability, and intelligence.

The results showed that high ratings of a particular quality influences the ratings of other qualities, producing a halo effect of overall high ratings. The opposite also applied, which means that a negative rating in one quality also correlated to negative ratings in other qualities.

Experiments on the Halo Effect came in various formats as well, supporting Thorndike’s original theory. This phenomenon suggests that our perception of other people’s overall personality is hugely influenced by a quality that we focus on.

8. Cognitive Dissonance

There are experiences in our lives when our beliefs and behaviors do not align with each other and we try to justify them in our minds. This is cognitive dissonance , which was studied in an experiment by Leon Festinger and James Carlsmith back in 1959.

In this experiment, participants had to go through a series of boring and repetitive tasks, such as spending an hour turning pegs in a wooden knob. After completing the tasks, they were then paid either $1 or $20 to tell the next participants that the tasks were extremely fun and enjoyable. Afterwards, participants were asked to rate the experiment. Those who were given $1 rated the experiment as more interesting and fun than those who received $20.

The results showed that those who received a smaller incentive to lie experienced cognitive dissonance — $1 wasn’t enough incentive for that one hour of painstakingly boring activity, so the participants had to justify that they had fun anyway.

Famous Case Studies in Psychology

9. little albert.

In 1920, behaviourist theorists John Watson and Rosalie Rayner experimented on a 9-month-old baby to test the effects of classical conditioning in instilling fear in humans.

This was such a controversial study that it gained popularity in psychology textbooks and syllabi because it is a classic example of unethical research studies done in the name of science.

In one of the experiments, Little Albert was presented with a harmless stimulus or object, a white rat, which he wasn’t scared of at first. But every time Little Albert would see the white rat, the researchers would play a scary sound of hammer and steel. After about 6 pairings, Little Albert learned to fear the rat even without the scary sound.

Little Albert developed signs of fear to different objects presented to him through classical conditioning . He even generalized his fear to other stimuli not present in the course of the experiment.

10. Phineas Gage

Phineas Gage is such a celebrity in Psych 101 classes, even though the way he rose to popularity began with a tragic accident. He was a resident of Central Vermont and worked in the construction of a new railway line in the mid-1800s. One day, an explosive went off prematurely, sending a tamping iron straight into his face and through his brain.

Gage survived the accident, fortunately, something that is considered a feat even up to this day. He managed to find a job as a stagecoach after the accident. However, his family and friends reported that his personality changed so much that “he was no longer Gage” (Harlow, 1868).

New evidence on the case of Phineas Gage has since come to light, thanks to modern scientific studies and medical tests. However, there are still plenty of mysteries revolving around his brain damage and subsequent recovery.

11. Anna O.

Anna O., a social worker and feminist of German Jewish descent, was one of the first patients to receive psychoanalytic treatment.

Her real name was Bertha Pappenheim and she inspired much of Sigmund Freud’s works and books on psychoanalytic theory, although they hadn’t met in person. Their connection was through Joseph Breuer, Freud’s mentor when he was still starting his clinical practice.

Anna O. suffered from paralysis, personality changes, hallucinations, and rambling speech, but her doctors could not find the cause. Joseph Breuer was then called to her house for intervention and he performed psychoanalysis, also called the “talking cure”, on her.

Breuer would tell Anna O. to say anything that came to her mind, such as her thoughts, feelings, and childhood experiences. It was noted that her symptoms subsided by talking things out.

However, Breuer later referred Anna O. to the Bellevue Sanatorium, where she recovered and set out to be a renowned writer and advocate of women and children.

12. Patient HM

H.M., or Henry Gustav Molaison, was a severe amnesiac who had been the subject of countless psychological and neurological studies.

Henry was 27 when he underwent brain surgery to cure the epilepsy that he had been experiencing since childhood. In an unfortunate turn of events, he lost his memory because of the surgery and his brain also became unable to store long-term memories.

He was then regarded as someone living solely in the present, forgetting an experience as soon as it happened and only remembering bits and pieces of his past. Over the years, his amnesia and the structure of his brain had helped neuropsychologists learn more about cognitive functions .

Suzanne Corkin, a researcher, writer, and good friend of H.M., recently published a book about his life. Entitled Permanent Present Tense , this book is both a memoir and a case study following the struggles and joys of Henry Gustav Molaison.

13. Chris Sizemore

Chris Sizemore gained celebrity status in the psychology community when she was diagnosed with multiple personality disorder, now known as dissociative identity disorder.

Sizemore has several alter egos, which included Eve Black, Eve White, and Jane. Various papers about her stated that these alter egos were formed as a coping mechanism against the traumatic experiences she underwent in her childhood.

Sizemore said that although she has succeeded in unifying her alter egos into one dominant personality, there were periods in the past experienced by only one of her alter egos. For example, her husband married her Eve White alter ego and not her.

Her story inspired her psychiatrists to write a book about her, entitled The Three Faces of Eve , which was then turned into a 1957 movie of the same title.

14. David Reimer

When David was just 8 months old, he lost his penis because of a botched circumcision operation.

Psychologist John Money then advised Reimer’s parents to raise him as a girl instead, naming him Brenda. His gender reassignment was supported by subsequent surgery and hormonal therapy.

Money described Reimer’s gender reassignment as a success, but problems started to arise as Reimer was growing up. His boyishness was not completely subdued by the hormonal therapy. When he was 14 years old, he learned about the secrets of his past and he underwent gender reassignment to become male again.

Reimer became an advocate for children undergoing the same difficult situation he had been. His life story ended when he was 38 as he took his own life.

15. Kim Peek

Kim Peek was the inspiration behind Rain Man , an Oscar-winning movie about an autistic savant character played by Dustin Hoffman.

The movie was released in 1988, a time when autism wasn’t widely known and acknowledged yet. So it was an eye-opener for many people who watched the film.

In reality, Kim Peek was a non-autistic savant. He was exceptionally intelligent despite the brain abnormalities he was born with. He was like a walking encyclopedia, knowledgeable about travel routes, US zip codes, historical facts, and classical music. He also read and memorized approximately 12,000 books in his lifetime.

This list of experiments and case studies in psychology is just the tip of the iceberg! There are still countless interesting psychology studies that you can explore if you want to learn more about human behavior and dynamics.

You can also conduct your own mini-experiment or participate in a study conducted in your school or neighborhood. Just remember that there are ethical standards to follow so as not to repeat the lasting physical and emotional harm done to Little Albert or the Stanford Prison Experiment participants.

Asch, S. E. (1956). Studies of independence and conformity: I. A minority of one against a unanimous majority. Psychological Monographs: General and Applied, 70 (9), 1–70. https://doi.org/10.1037/h0093718

Bandura, A., Ross, D., & Ross, S. A. (1961). Transmission of aggression through imitation of aggressive models. The Journal of Abnormal and Social Psychology, 63 (3), 575–582. https://doi.org/10.1037/h0045925

Elliott, J., Yale University., WGBH (Television station : Boston, Mass.), & PBS DVD (Firm). (2003). A class divided. New Haven, Conn.: Yale University Films.

Festinger, L., & Carlsmith, J. M. (1959). Cognitive consequences of forced compliance. The Journal of Abnormal and Social Psychology, 58 (2), 203–210. https://doi.org/10.1037/h0041593

Haney, C., Banks, W. C., & Zimbardo, P. G. (1973). A study of prisoners and guards in a simulated prison. Naval Research Review , 30 , 4-17.

Latane, B., & Darley, J. M. (1968). Group inhibition of bystander intervention in emergencies. Journal of Personality and Social Psychology, 10 (3), 215–221. https://doi.org/10.1037/h0026570

Mischel, W. (2014). The Marshmallow Test: Mastering self-control. Little, Brown and Co.

Thorndike, E. (1920) A Constant Error in Psychological Ratings. Journal of Applied Psychology , 4 , 25-29. http://dx.doi.org/10.1037/h0071663

Watson, J. B., & Rayner, R. (1920). Conditioned emotional reactions. Journal of experimental psychology , 3 (1), 1.

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Psychology Case Study Examples: A Deep Dive into Real-life Scenarios

Peeling back the layers of the human mind is no easy task, but psychology case studies can help us do just that. Through these detailed analyses, we’re able to gain a deeper understanding of human behavior, emotions, and cognitive processes. I’ve always found it fascinating how a single person’s experience can shed light on broader psychological principles.

Over the years, psychologists have conducted numerous case studies—each with their own unique insights and implications. These investigations range from Phineas Gage’s accidental lobotomy to Genie Wiley’s tragic tale of isolation. Such examples not only enlighten us about specific disorders or occurrences but also continue to shape our overall understanding of psychology .

As we delve into some noteworthy examples , I assure you’ll appreciate how varied and intricate the field of psychology truly is. Whether you’re a budding psychologist or simply an eager learner, brace yourself for an intriguing exploration into the intricacies of the human psyche.

Understanding Psychology Case Studies

Diving headfirst into the world of psychology, it’s easy to come upon a valuable tool used by psychologists and researchers alike – case studies. I’m here to shed some light on these fascinating tools.

Psychology case studies, for those unfamiliar with them, are in-depth investigations carried out to gain a profound understanding of the subject – whether it’s an individual, group or phenomenon. They’re powerful because they provide detailed insights that other research methods might miss.

Let me share a few examples to clarify this concept further:

• One notable example is Freud’s study on Little Hans. This case study explored a 5-year-old boy’s fear of horses and related it back to Freud’s theories about psychosexual stages.
• Another classic example is Genie Wiley (a pseudonym), a feral child who was subjected to severe social isolation during her early years. Her heartbreaking story provided invaluable insights into language acquisition and critical periods in development.

You see, what sets psychology case studies apart is their focus on the ‘why’ and ‘how’. While surveys or experiments might tell us ‘what’, they often don’t dig deep enough into the inner workings behind human behavior.

It’s important though not to take these psychology case studies at face value. As enlightening as they can be, we must remember that they usually focus on one specific instance or individual. Thus, generalizing findings from single-case studies should be done cautiously.

To illustrate my point using numbers: let’s say we have 1 million people suffering from condition X worldwide; if only 20 unique cases have been studied so far (which would be quite typical for rare conditions), then our understanding is based on just 0.002% of the total cases! That’s why multiple sources and types of research are vital when trying to understand complex psychological phenomena fully.

In the grand scheme of things, psychology case studies are just one piece of the puzzle – albeit an essential one. They provide rich, detailed data that can form the foundation for further research and understanding. As we delve deeper into this fascinating field, it’s crucial to appreciate all the tools at our disposal – from surveys and experiments to these insightful case studies.

Importance of Case Studies in Psychology

I’ve always been fascinated by the human mind, and if you’re here, I bet you are too. Let’s dive right into why case studies play such a pivotal role in psychology.

One of the key reasons they matter so much is because they provide detailed insights into specific psychological phenomena. Unlike other research methods that might use large samples but only offer surface-level findings, case studies allow us to study complex behaviors, disorders, and even treatments at an intimate level. They often serve as a catalyst for new theories or help refine existing ones.

To illustrate this point, let’s look at one of psychology’s most famous case studies – Phineas Gage. He was a railroad construction foreman who survived a severe brain injury when an iron rod shot through his skull during an explosion in 1848. The dramatic personality changes he experienced after his accident led to significant advancements in our understanding of the brain’s role in personality and behavior.

Moreover, it’s worth noting that some rare conditions can only be studied through individual cases due to their uncommon nature. For instance, consider Genie Wiley – a girl discovered at age 13 having spent most of her life locked away from society by her parents. Her tragic story gave psychologists valuable insights into language acquisition and critical periods for learning.

Finally yet importantly, case studies also have practical applications for clinicians and therapists. Studying real-life examples can inform treatment plans and provide guidance on how theoretical concepts might apply to actual client situations.

• Detailed insights: Case studies offer comprehensive views on specific psychological phenomena.
• Catalyst for new theories: Real-life scenarios help shape our understanding of psychology .
• Study rare conditions: Unique cases can offer invaluable lessons about uncommon disorders.
• Practical applications: Clinicians benefit from studying real-world examples.

In short (but without wrapping up), it’s clear that case studies hold immense value within psychology – they illuminate what textbooks often can’t, offering a more nuanced understanding of human behavior.

Different Types of Psychology Case Studies

Diving headfirst into the world of psychology, I can’t help but be fascinated by the myriad types of case studies that revolve around this subject. Let’s take a closer look at some of them.

Firstly, we’ve got what’s known as ‘Explanatory Case Studies’. These are often used when a researcher wants to clarify complex phenomena or concepts. For example, a psychologist might use an explanatory case study to explore the reasons behind aggressive behavior in children.

Second on our list are ‘Exploratory Case Studies’, typically utilized when new and unexplored areas of research come up. They’re like pioneers; they pave the way for future studies. In psychological terms, exploratory case studies could be conducted to investigate emerging mental health conditions or under-researched therapeutic approaches.

Next up are ‘Descriptive Case Studies’. As the name suggests, these focus on depicting comprehensive and detailed profiles about a particular individual, group, or event within its natural context. A well-known example would be Sigmund Freud’s analysis of “Anna O”, which provided unique insights into hysteria.

Then there are ‘Intrinsic Case Studies’, which delve deep into one specific case because it is intrinsically interesting or unique in some way. It’s sorta like shining a spotlight onto an exceptional phenomenon. An instance would be studying savants—individuals with extraordinary abilities despite significant mental disabilities.

Lastly, we have ‘Instrumental Case Studies’. These aren’t focused on understanding a particular case per se but use it as an instrument to understand something else altogether—a bit like using one puzzle piece to make sense of the whole picture!

So there you have it! From explanatory to instrumental, each type serves its own unique purpose and adds another intriguing layer to our understanding of human behavior and cognition.

Exploring Real-Life Psychology Case Study Examples

Let’s roll up our sleeves and delve into some real-life psychology case study examples. By digging deep, we can glean valuable insights from these studies that have significantly contributed to our understanding of human behavior and mental processes.

First off, let me share the fascinating case of Phineas Gage. This gentleman was a 19th-century railroad construction foreman who survived an accident where a large iron rod was accidentally driven through his skull, damaging his frontal lobes. Astonishingly, he could walk and talk immediately after the accident but underwent dramatic personality changes, becoming impulsive and irresponsible. This case is often referenced in discussions about brain injury and personality change.

Next on my list is Genie Wiley’s heart-wrenching story. She was a victim of severe abuse and neglect resulting in her being socially isolated until she was 13 years old. Due to this horrific experience, Genie couldn’t acquire language skills typically as other children would do during their developmental stages. Her tragic story offers invaluable insight into the critical periods for language development in children.

Then there’s ‘Little Hans’, a classic Freudian case that delves into child psychology. At just five years old, Little Hans developed an irrational fear of horses -or so it seemed- which Sigmund Freud interpreted as symbolic anxiety stemming from suppressed sexual desires towards his mother—quite an interpretation! The study gave us Freud’s Oedipus Complex theory.

Lastly, I’d like to mention Patient H.M., an individual who became amnesiac following surgery to control seizures by removing parts of his hippocampus bilaterally. His inability to form new memories post-operation shed light on how different areas of our brains contribute to memory formation.

Each one of these real-life psychology case studies gives us a unique window into understanding complex human behaviors better – whether it’s dissecting the role our brain plays in shaping personality or unraveling the mysteries of fear, language acquisition, and memory.

How to Analyze a Psychology Case Study

Diving headfirst into a psychology case study, I understand it can seem like an intimidating task. But don’t worry, I’m here to guide you through the process.

First off, it’s essential to go through the case study thoroughly. Read it multiple times if needed. Each reading will likely reveal new information or perspectives you may have missed initially. Look out for any patterns or inconsistencies in the subject’s behavior and make note of them.

Next on your agenda should be understanding the theoretical frameworks that might be applicable in this scenario. Is there a cognitive-behavioral approach at play? Or does psychoanalysis provide better insights? Comparing these theories with observed behavior and symptoms can help shed light on underlying psychological issues.

Now, let’s talk data interpretation. If your case study includes raw data like surveys or diagnostic tests results, you’ll need to analyze them carefully. Here are some steps that could help:

• Identify what each piece of data represents
• Look for correlations between different pieces of data
• Compute statistics (mean, median, mode) if necessary
• Use graphs or charts for visual representation

Keep in mind; interpreting raw data requires both statistical knowledge and intuition about human behavior.

Finally, drafting conclusions is key in analyzing a psychology case study. Based on your observations, evaluations of theoretical approaches and interpretations of any given data – what do you conclude about the subject’s mental health status? Remember not to jump to conclusions hastily but instead base them solidly on evidence from your analysis.

In all this journey of analysis remember one thing: every person is unique and so are their experiences! So while theories and previous studies guide us, they never define an individual completely.

Applying Lessons from Psychology Case Studies

Let’s dive into how we can apply the lessons learned from psychology case studies. If you’ve ever studied psychology, you’ll know that case studies offer rich insights. They shed light on human behavior, mental health issues, and therapeutic techniques. But it’s not just about understanding theory. It’s also about implementing these valuable lessons in real-world situations.

One of the most famous psychological case studies is Phineas Gage’s story. This 19th-century railroad worker survived a severe brain injury which dramatically altered his personality. From this study, we gained crucial insight into how different brain areas are responsible for various aspects of our personality and behavior.

• Lesson: Recognizing that damage to specific brain areas can result in personality changes, enabling us to better understand certain mental conditions.

Sigmund Freud’s work with a patient known as ‘Anna O.’ is another landmark psychology case study. Anna displayed what was then called hysteria – symptoms included hallucinations and disturbances in speech and physical coordination – which Freud linked back to repressed memories of traumatic events.

• Lesson: The importance of exploring an individual’s history for understanding their current psychological problems – a principle at the heart of psychoanalysis.

Then there’s Genie Wiley’s case – a girl who suffered extreme neglect resulting in impaired social and linguistic development. Researchers used her tragic circumstances as an opportunity to explore theories around language acquisition and socialization.

• Lesson: Reinforcing the critical role early childhood experiences play in shaping cognitive development.

Lastly, let’s consider the Stanford Prison Experiment led by Philip Zimbardo examining how people conform to societal roles even when they lead to immoral actions.

• Lesson: Highlighting that situational forces can drastically impact human behavior beyond personal characteristics or morality.

These examples demonstrate that psychology case studies aren’t just academic exercises isolated from daily life. Instead, they provide profound lessons that help us make sense of complex human behaviors, mental health issues, and therapeutic strategies. By understanding these studies, we’re better equipped to apply their lessons in our own lives – whether it’s navigating personal relationships, working with diverse teams at work or even self-improvement.

Challenges and Critiques of Psychological Case Studies

Delving into the world of psychological case studies, it’s not all rosy. Sure, they offer an in-depth understanding of individual behavior and mental processes. Yet, they’re not without their share of challenges and criticisms.

One common critique is the lack of generalizability. Each case study is unique to its subject. We can’t always apply what we learn from one person to everyone else. I’ve come across instances where results varied dramatically between similar subjects, highlighting the inherent unpredictability in human behavior.

Another challenge lies within ethical boundaries. Often, sensitive information surfaces during these studies that could potentially harm the subject if disclosed improperly. To put it plainly, maintaining confidentiality while delivering a comprehensive account isn’t always easy.

Distortion due to subjective interpretations also poses substantial difficulties for psychologists conducting case studies. The researcher’s own bias may color their observations and conclusions – leading to skewed outcomes or misleading findings.

Moreover, there’s an ongoing debate about the scientific validity of case studies because they rely heavily on qualitative data rather than quantitative analysis. Some argue this makes them less reliable or objective when compared with other research methods such as experiments or surveys.

To summarize:

• Lack of generalizability
• Ethical dilemmas concerning privacy
• Potential distortion through subjective interpretation
• Questions about scientific validity

While these critiques present significant challenges, they do not diminish the value that psychological case studies bring to our understanding of human behavior and mental health struggles.

Conclusion: The Impact of Case Studies in Understanding Human Behavior

Case studies play a pivotal role in shedding light on human behavior. Throughout this article, I’ve discussed numerous examples that illustrate just how powerful these studies can be. Yet it’s the impact they have on our understanding of human psychology where their true value lies.

Take for instance the iconic study of Phineas Gage. It was through his tragic accident and subsequent personality change that we began to grasp the profound influence our frontal lobes have on our behavior. Without such a case study, we might still be in the dark about this crucial aspect of our neurology.

Let’s also consider Genie, the feral child who showed us the critical importance of social interaction during early development. Her heartbreaking story underscores just how vital appropriate nurturing is for healthy mental and emotional growth.

Here are some key takeaways from these case studies:

• Our brain structure significantly influences our behavior.
• Social interaction during formative years is vital for normal psychological development.
• Studying individual cases can reveal universal truths about human nature.

What stands out though, is not merely what these case studies teach us individually but collectively. They remind us that each person constitutes a unique combination of various factors—biological, psychological, and environmental—that shape their behavior.

One cannot overstate the significance of case studies in psychology—they are more than mere stories or isolated incidents; they’re windows into the complexities and nuances of human nature itself.

In wrapping up, I’d say that while statistics give us patterns and trends to understand groups, it’s these detailed narratives offered by case studies that help us comprehend individuals’ unique experiences within those groups—making them an invaluable part of psychological research.

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Appraising psychotherapy case studies in practice-based evidence: introducing Case Study Evaluation-tool (CaSE)

Greta kaluzeviciute.

Department of Psychosocial and Psychoanalytic Studies, University of Essex, Wivenhoe Park, Colchester, CO4 3SQ UK

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Systematic case studies are often placed at the low end of evidence-based practice (EBP) due to lack of critical appraisal. This paper seeks to attend to this research gap by introducing a novel Case Study Evaluation-tool (CaSE). First, issues around knowledge generation and validity are assessed in both EBP and practice-based evidence (PBE) paradigms. Although systematic case studies are more aligned with PBE paradigm, the paper argues for a complimentary, third way approach between the two paradigms and their ‘exemplary’ methodologies: case studies and randomised controlled trials (RCTs). Second, the paper argues that all forms of research can produce ‘valid evidence’ but the validity itself needs to be assessed against each specific research method and purpose. Existing appraisal tools for qualitative research (JBI, CASP, ETQS) are shown to have limited relevance for the appraisal of systematic case studies through a comparative tool assessment. Third, the paper develops purpose-oriented evaluation criteria for systematic case studies through CaSE Checklist for Essential Components in Systematic Case Studies and CaSE Purpose-based Evaluative Framework for Systematic Case Studies. The checklist approach aids reviewers in assessing the presence or absence of essential case study components (internal validity). The framework approach aims to assess the effectiveness of each case against its set out research objectives and aims (external validity), based on different systematic case study purposes in psychotherapy. Finally, the paper demonstrates the application of the tool with a case example and notes further research trajectories for the development of CaSE tool.

Introduction

Due to growing demands of evidence-based practice, standardised research assessment and appraisal tools have become common in healthcare and clinical treatment (Hannes, Lockwood, & Pearson, 2010 ; Hartling, Chisholm, Thomson, & Dryden, 2012 ; Katrak, Bialocerkowski, Massy-Westropp, Kumar, & Grimmer, 2004 ). This allows researchers to critically appraise research findings on the basis of their validity, results, and usefulness (Hill & Spittlehouse, 2003 ). Despite the upsurge of critical appraisal in qualitative research (Williams, Boylan, & Nunan, 2019 ), there are no assessment or appraisal tools designed for psychotherapy case studies.

Although not without controversies (Michels, 2000 ), case studies remain central to the investigation of psychotherapy processes (Midgley, 2006 ; Willemsen, Della Rosa, & Kegerreis, 2017 ). This is particularly true of systematic case studies, the most common form of case study in contemporary psychotherapy research (Davison & Lazarus, 2007 ; McLeod & Elliott, 2011 ).

Unlike the classic clinical case study, systematic cases usually involve a team of researchers, who gather data from multiple different sources (e.g., questionnaires, observations by the therapist, interviews, statistical findings, clinical assessment, etc.), and involve a rigorous data triangulation process to assess whether the data from different sources converge (McLeod, 2010 ). Since systematic case studies are methodologically pluralistic, they have a greater interest in situating patients within the study of a broader population than clinical case studies (Iwakabe & Gazzola, 2009 ). Systematic case studies are considered to be an accessible method for developing research evidence-base in psychotherapy (Widdowson, 2011 ), especially since they correct some of the methodological limitations (e.g. lack of ‘third party’ perspectives and bias in data analysis) inherent to classic clinical case studies (Iwakabe & Gazzola, 2009 ). They have been used for the purposes of clinical training (Tuckett, 2008 ), outcome assessment (Hilliard, 1993 ), development of clinical techniques (Almond, 2004 ) and meta-analysis of qualitative findings (Timulak, 2009 ). All these developments signal a revived interest in the case study method, but also point to the obvious lack of a research assessment tool suitable for case studies in psychotherapy (Table ​ (Table1 1 ).

Key concept: systematic case study

To attend to this research gap, this paper first reviews issues around the conceptualisation of validity within the paradigms of evidence-based practice (EBP) and practice-based evidence (PBE). Although case studies are often positioned at the low end of EBP (Aveline, 2005 ), the paper suggests that systematic cases are a valuable form of evidence, capable of complimenting large-scale studies such as randomised controlled trials (RCTs). However, there remains a difficulty in assessing the quality and relevance of case study findings to broader psychotherapy research.

As a way forward, the paper introduces a novel Case Study Evaluation-tool (CaSE) in the form of CaSE Purpose - based Evaluative Framework for Systematic Case Studies and CaSE Checklist for Essential Components in Systematic Case Studies . The long-term development of CaSE would contribute to psychotherapy research and practice in three ways.

Given the significance of methodological pluralism and diverse research aims in systematic case studies, CaSE will not seek to prescribe explicit case study writing guidelines, which has already been done by numerous authors (McLeod, 2010 ; Meganck, Inslegers, Krivzov, & Notaerts, 2017 ; Willemsen et al., 2017 ). Instead, CaSE will enable the retrospective assessment of systematic case study findings and their relevance (or lack thereof) to broader psychotherapy research and practice. However, there is no reason to assume that CaSE cannot be used prospectively (i.e. producing systematic case studies in accordance to CaSE evaluative framework, as per point 3 in Table ​ Table2 2 ).

How can Case Study Evaluation-tool (CaSE) be used in psychotherapy research and practice?

The development of a research assessment or appraisal tool is a lengthy, ongoing process (Long & Godfrey, 2004 ). It is particularly challenging to develop a comprehensive purpose - oriented evaluative framework, suitable for the assessment of diverse methodologies, aims and outcomes. As such, this paper should be treated as an introduction to the broader development of CaSE tool. It will introduce the rationale behind CaSE and lay out its main approach to evidence and evaluation, with further development in mind. A case example from the Single Case Archive (SCA) ( https://singlecasearchive.com ) will be used to demonstrate the application of the tool ‘in action’. The paper notes further research trajectories and discusses some of the limitations around the use of the tool.

Separating the wheat from the chaff: what is and is not evidence in psychotherapy (and who gets to decide?)

The common approach: evidence-based practice.

In the last two decades, psychotherapy has become increasingly centred around the idea of an evidence-based practice (EBP). Initially introduced in medicine, EBP has been defined as ‘conscientious, explicit and judicious use of current best evidence in making decisions about the care of individual patients’ (Sackett, Rosenberg, Gray, Haynes, & Richardson, 1996 ). EBP revolves around efficacy research: it seeks to examine whether a specific intervention has a causal (in this case, measurable) effect on clinical populations (Barkham & Mellor-Clark, 2003 ). From a conceptual standpoint, Sackett and colleagues defined EBP as a paradigm that is inclusive of many methodologies, so long as they contribute towards clinical decision-making process and accumulation of best currently available evidence in any given set of circumstances (Gabbay & le May, 2011 ). Similarly, the American Psychological Association (APA, 2010 ) has recently issued calls for evidence-based systematic case studies in order to produce standardised measures for evaluating process and outcome data across different therapeutic modalities.

However, given EBP’s focus on establishing cause-and-effect relationships (Rosqvist, Thomas, & Truax, 2011 ), it is unsurprising that qualitative research is generally not considered to be ‘gold standard’ or ‘efficacious’ within this paradigm (Aveline, 2005 ; Cartwright & Hardie, 2012 ; Edwards, 2013 ; Edwards, Dattilio, & Bromley, 2004 ; Longhofer, Floersch, & Hartmann, 2017 ). Qualitative methods like systematic case studies maintain an appreciation for context, complexity and meaning making. Therefore, instead of measuring regularly occurring causal relations (as in quantitative studies), the focus is on studying complex social phenomena (e.g. relationships, events, experiences, feelings, etc.) (Erickson, 2012 ; Maxwell, 2004 ). Edwards ( 2013 ) points out that, although context-based research in systematic case studies is the bedrock of psychotherapy theory and practice, it has also become shrouded by an unfortunate ideological description: ‘anecdotal’ case studies (i.e. unscientific narratives lacking evidence, as opposed to ‘gold standard’ evidence, a term often used to describe the RCT method and the therapeutic modalities supported by it), leading to a further need for advocacy in and defence of the unique epistemic process involved in case study research (Fishman, Messer, Edwards, & Dattilio, 2017 ).

The EBP paradigm prioritises the quantitative approach to causality, most notably through its focus on high generalisability and the ability to deal with bias through randomisation process. These conditions are associated with randomised controlled trials (RCTs) but are limited (or, as some argue, impossible) in qualitative research methods such as the case study (Margison et al., 2000 ) (Table ​ (Table3 3 ).

Key concept: evidence-based practice (EBP)

‘Evidence’ from an EBP standpoint hovers over the epistemological assumption of procedural objectivity : knowledge can be generated in a standardised, non-erroneous way, thus producing objective (i.e. with minimised bias) data. This can be achieved by anyone, as long as they are able to perform the methodological procedure (e.g. RCT) appropriately, in a ‘clearly defined and accepted process that assists with knowledge production’ (Douglas, 2004 , p. 131). If there is a well-outlined quantitative form for knowledge production, the same outcome should be achieved regardless of who processes or interprets the information. For example, researchers using Cochrane Review assess the strength of evidence using meticulously controlled and scrupulous techniques; in turn, this minimises individual judgment and creates unanimity of outcomes across different groups of people (Gabbay & le May, 2011 ). The typical process of knowledge generation (through employing RCTs and procedural objectivity) in EBP is demonstrated in Fig. ​ Fig.1 1 .

Typical knowledge generation process in evidence–based practice (EBP)

In EBP, the concept of validity remains somewhat controversial, with many critics stating that it limits rather than strengthens knowledge generation (Berg, 2019 ; Berg & Slaattelid, 2017 ; Lilienfeld, Ritschel, Lynn, Cautin, & Latzman, 2013 ). This is because efficacy research relies on internal validity . At a general level, this concept refers to the congruence between the research study and the research findings (i.e. the research findings were not influenced by anything external to the study, such as confounding variables, methodological errors and bias); at a more specific level, internal validity determines the extent to which a study establishes a reliable causal relationship between an independent variable (e.g. treatment) and independent variable (outcome or effect) (Margison et al., 2000 ). This approach to validity is demonstrated in Fig. ​ Fig.2 2 .

Internal validity

Social scientists have argued that there is a trade-off between research rigour and generalisability: the more specific the sample and the more rigorously defined the intervention, the outcome is likely to be less applicable to everyday, routine practice. As such, there remains a tension between employing procedural objectivity which increases the rigour of research outcomes and applying such outcomes to routine psychotherapy practice where scientific standards of evidence are not uniform.

According to McLeod ( 2002 ), inability to address questions that are most relevant for practitioners contributed to a deepening research–practice divide in psychotherapy. Studies investigating how practitioners make clinical decisions and the kinds of evidence they refer to show that there is a strong preference for knowledge that is not generated procedurally, i.e. knowledge that encompasses concrete clinical situations, experiences and techniques. A study by Stewart and Chambless ( 2007 ) sought to assess how a larger population of clinicians (under APA, from varying clinical schools of thought and independent practices, sample size 591) make treatment decisions in private practice. The study found that large-scale statistical data was not the primary source of information sought by clinicians. The most important influences were identified as past clinical experiences and clinical expertise ( M = 5.62). Treatment materials based on clinical case observations and theory ( M = 4.72) were used almost as frequently as psychotherapy outcome research findings ( M = 4.80) (i.e. evidence-based research). These numbers are likely to fluctuate across different forms of psychotherapy; however, they are indicative of the need for research about routine clinical settings that does not isolate or generalise the effect of an intervention but examines the variations in psychotherapy processes.

The alternative approach: practice-based evidence

In an attempt to dissolve or lessen the research–practice divide, an alternative paradigm of practice-based evidence (PBE) has been suggested (Barkham & Mellor-Clark, 2003 ; Fox, 2003 ; Green & Latchford, 2012 ; Iwakabe & Gazzola, 2009 ; Laska, Motulsky, Wertz, Morrow, & Ponterotto, 2014 ; Margison et al., 2000 ). PBE represents a shift in how we think about evidence and knowledge generation in psychotherapy. PBE treats research as a local and contingent process (at least initially), which means it focuses on variations (e.g. in patient symptoms) and complexities (e.g. of clinical setting) in the studied phenomena (Fox, 2003 ). Moreover, research and theory-building are seen as complementary rather than detached activities from clinical practice. That is to say, PBE seeks to examine how and which treatments can be improved in everyday clinical practice by flagging up clinically salient issues and developing clinical techniques (Barkham & Mellor-Clark, 2003 ). For this reason, PBE is concerned with the effectiveness of research findings: it evaluates how well interventions work in real-world settings (Rosqvist et al., 2011 ). Therefore, although it is not unlikely for RCTs to be used in order to generate practice-informed evidence (Horn & Gassaway, 2007 ), qualitative methods like the systematic case study are seen as ideal for demonstrating the effectiveness of therapeutic interventions with individual patients (van Hennik, 2020 ) (Table ​ (Table4 4 ).

Key concept: practice-based evidence (PBE)

PBE’s epistemological approach to ‘evidence’ may be understood through the process of concordant objectivity (Douglas, 2004 ): ‘Instead of seeking to eliminate individual judgment, … [concordant objectivity] checks to see whether the individual judgments of people in fact do agree’ (p. 462). This does not mean that anyone can contribute to the evaluation process like in procedural objectivity, where the main criterion is following a set quantitative protocol or knowing how to operate a specific research design. Concordant objectivity requires that there is a set of competent observers who are closely familiar with the studied phenomenon (e.g. researchers and practitioners who are familiar with depression from a variety of therapeutic approaches).

Systematic case studies are a good example of PBE ‘in action’: they allow for the examination of detailed unfolding of events in psychotherapy practice, making it the most pragmatic and practice-oriented form of psychotherapy research (Fishman, 1999 , 2005 ). Furthermore, systematic case studies approach evidence and results through concordant objectivity (Douglas, 2004 ) by involving a team of researchers and rigorous data triangulation processes (McLeod, 2010 ). This means that, although systematic case studies remain focused on particular clinical situations and detailed subjective experiences (similar to classic clinical case studies; see Iwakabe & Gazzola, 2009 ), they still involve a series of validity checks and considerations on how findings from a single systematic case pertain to broader psychotherapy research (Fishman, 2005 ). The typical process of knowledge generation (through employing systematic case studies and concordant objectivity) in PBE is demonstrated in Fig. ​ Fig.3. 3 . The figure exemplifies a bidirectional approach to research and practice, which includes the development of research-supported psychological treatments (through systematic reviews of existing evidence) as well as the perspectives of clinical practitioners in the research process (through the study of local and contingent patient and/or treatment processes) (Teachman et al., 2012 ; Westen, Novotny, & Thompson-Brenner, 2004 ).

Typical knowledge generation process in practice-based evidence (PBE)

From a PBE standpoint, external validity is a desirable research condition: it measures extent to which the impact of interventions apply to real patients and therapists in everyday clinical settings. As such, external validity is not based on the strength of causal relationships between treatment interventions and outcomes (as in internal validity); instead, the use of specific therapeutic techniques and problem-solving decisions are considered to be important for generalising findings onto routine clinical practice (even if the findings are explicated from a single case study; see Aveline, 2005 ). This approach to validity is demonstrated in Fig. ​ Fig.4 4 .

External validity

Since effectiveness research is less focused on limiting the context of the studied phenomenon (indeed, explicating the context is often one of the research aims), there is more potential for confounding factors (e.g. bias and uncontrolled variables) which in turn can reduce the study’s internal validity (Barkham & Mellor-Clark, 2003 ). This is also an important challenge for research appraisal. Douglas ( 2004 ) argues that appraising research in terms of its effectiveness may produce significant disagreements or group illusions, since what might work for some practitioners may not work for others: ‘It cannot guarantee that values are not influencing or supplanting reasoning; the observers may have shared values that cause them to all disregard important aspects of an event’ (Douglas, 2004 , p. 462). Douglas further proposes that an interactive approach to objectivity may be employed as a more complex process in debating the evidential quality of a research study: it requires a discussion among observers and evaluators in the form of peer-review, scientific discourse, as well as research appraisal tools and instruments. While these processes of rigour are also applied in EBP, there appears to be much more space for debate, disagreement and interpretation in PBE’s approach to research evaluation, partly because the evaluation criteria themselves are subject of methodological debate and are often employed in different ways by researchers (Williams et al., 2019 ). This issue will be addressed more explicitly again in relation to CaSE development (‘Developing purpose-oriented evaluation criteria for systematic case studies’ section).

A third way approach to validity and evidence

The research–practice divide shows us that there may be something significant in establishing complementarity between EBP and PBE rather than treating them as mutually exclusive forms of research (Fishman et al., 2017 ). For one, EBP is not a sufficient condition for delivering research relevant to practice settings (Bower, 2003 ). While RCTs can demonstrate that an intervention works on average in a group, clinicians who are facing individual patients need to answer a different question: how can I make therapy work with this particular case ? (Cartwright & Hardie, 2012 ). Systematic case studies are ideal for filling this gap: they contain descriptions of microprocesses (e.g. patient symptoms, therapeutic relationships, therapist attitudes) in psychotherapy practice that are often overlooked in large-scale RCTs (Iwakabe & Gazzola, 2009 ). In particular, systematic case studies describing the use of specific interventions with less researched psychological conditions (e.g. childhood depression or complex post-traumatic stress disorder) can deepen practitioners’ understanding of effective clinical techniques before the results of large-scale outcome studies are disseminated.

Secondly, establishing a working relationship between systematic case studies and RCTs will contribute towards a more pragmatic understanding of validity in psychotherapy research. Indeed, the very tension and so-called trade-off between internal and external validity is based on the assumption that research methods are designed on an either/or basis; either they provide a sufficiently rigorous study design or they produce findings that can be applied to real-life practice. Jimenez-Buedo and Miller ( 2010 ) call this assumption into question: in their view, if a study is not internally valid, then ‘little, or rather nothing, can be said of the outside world’ (p. 302). In this sense, internal validity may be seen as a pre-requisite for any form of applied research and its external validity, but it need not be constrained to the quantitative approach of causality. For example, Levitt, Motulsky, Wertz, Morrow, and Ponterotto ( 2017 ) argue that, what is typically conceptualised as internal validity, is, in fact, a much broader construct, involving the assessment of how the research method (whether qualitative or quantitative) is best suited for the research goal, and whether it obtains the relevant conclusions. Similarly, Truijens, Cornelis, Desmet, and De Smet ( 2019 ) suggest that we should think about validity in a broader epistemic sense—not just in terms of psychometric measures, but also in terms of the research design, procedure, goals (research questions), approaches to inquiry (paradigms, epistemological assumptions), etc.

The overarching argument from research cited above is that all forms of research—qualitative and quantitative—can produce ‘valid evidence’ but the validity itself needs to be assessed against each specific research method and purpose. For example, RCTs are accompanied with a variety of clearly outlined appraisal tools and instruments such as CASP (Critical Appraisal Skills Programme) that are well suited for the assessment of RCT validity and their implications for EBP. Systematic case studies (or case studies more generally) currently have no appraisal tools in any discipline. The next section evaluates whether existing qualitative research appraisal tools are relevant for systematic case studies in psychotherapy and specifies the missing evaluative criteria.

The relevance of existing appraisal tools for qualitative research to systematic case studies in psychotherapy

What is a research tool.

Currently, there are several research appraisal tools, checklists and frameworks for qualitative studies. It is important to note that tools, checklists and frameworks are not equivalent to one another but actually refer to different approaches to appraising the validity of a research study. As such, it is erroneous to assume that all forms of qualitative appraisal feature the same aims and methods (Hannes et al., 2010 ; Williams et al., 2019 ).

Generally, research assessment falls into two categories: checklists and frameworks . Checklist approaches are often contrasted with quantitative research, since the focus is on assessing the internal validity of research (i.e. researcher’s independence from the study). This involves the assessment of bias in sampling, participant recruitment, data collection and analysis. Framework approaches to research appraisal, on the other hand, revolve around traditional qualitative concepts such as transparency, reflexivity, dependability and transferability (Williams et al., 2019 ). Framework approaches to appraisal are often challenging to use because they depend on the reviewer’s familiarisation and interpretation of the qualitative concepts.

Because of these different approaches, there is some ambiguity in terminology, particularly between research appraisal instruments and research appraisal tools . These terms are often used interchangeably in appraisal literature (Williams et al., 2019 ). In this paper, research appraisal tool is defined as a method-specific (i.e. it identifies a specific research method or component) form of appraisal that draws from both checklist and framework approaches. Furthermore, a research appraisal tool seeks to inform decision making in EBP or PBE paradigms and provides explicit definitions of the tool’s evaluative framework (thus minimising—but by no means eliminating—the reviewers’ interpretation of the tool). This definition will be applied to CaSE (Table ​ (Table5 5 ).

Key concept: research appraisal tool

In contrast, research appraisal instruments are generally seen as a broader form of appraisal in the sense that they may evaluate a variety of methods (i.e. they are non-method specific or they do not target a particular research component), and are aimed at checking whether the research findings and/or the study design contain specific elements (e.g. the aims of research, the rationale behind design methodology, participant recruitment strategies, etc.).

There is often an implicit difference in audience between appraisal tools and instruments. Research appraisal instruments are often aimed at researchers who want to assess the strength of their study; however, the process of appraisal may not be made explicit in the study itself (besides mentioning that the tool was used to appraise the study). Research appraisal tools are aimed at researchers who wish to explicitly demonstrate the evidential quality of the study to the readers (which is particularly common in RCTs). All forms of appraisal used in the comparative exercise below are defined as ‘tools’, even though they have different appraisal approaches and aims.

Comparing different qualitative tools

Hannes et al. ( 2010 ) identified CASP (Critical Appraisal Skills Programme-tool), JBI (Joanna Briggs Institute-tool) and ETQS (Evaluation Tool for Qualitative Studies) as the most frequently used critical appraisal tools by qualitative researchers. All three instruments are available online and are free of charge, which means that any researcher or reviewer can readily utilise CASP, JBI or ETQS evaluative frameworks to their research. Furthermore, all three instruments were developed within the context of organisational, institutional or consortium support (Tables ​ (Tables6, 6 , ​ ,7 7 and ​ and8 8 ).

CASP (Critical Appraisal Skills Programme-tool)

JBI (Joanna Briggs Institute-tool)

ETQS (Evaluation Tool for Qualitative Studies)

It is important to note that neither of the three tools is specific to systematic case studies or psychotherapy case studies (which would include not only systematic but also experimental and clinical cases). This means that using CASP, JBI or ETQS for case study appraisal may come at a cost of overlooking elements and components specific to the systematic case study method.

Based on Hannes et al. ( 2010 ) comparative study of qualitative appraisal tools as well as the different evaluation criteria explicated in CASP, JBI and ETQS evaluative frameworks, I assessed how well each of the three tools is attuned to the methodological , clinical and theoretical aspects of systematic case studies in psychotherapy. The latter components were based on case study guidelines featured in the journal of Pragmatic Case Studies in Psychotherapy as well as components commonly used by published systematic case studies across a variety of other psychotherapy journals (e.g. Psychotherapy Research , Research In Psychotherapy : Psychopathology Process And Outcome , etc.) (see Table ​ Table9 9 for detailed descriptions of each component).

Comparing the relevance of JBI (Joanna Briggs Institute), CASP (Critical Appraisal Skills Program) and ETQS (Evaluation Tool for Qualitative Studies) for appraising components specific to systematic case studies

The evaluation criteria for each tool in Table ​ Table9 9 follows Joanna Briggs Institute (JBI) ( 2017a , 2017b ); Critical Appraisal Skills Programme (CASP) ( 2018 ); and ETQS Questionnaire (first published in 2004 but revised continuously since). Table ​ Table10 10 demonstrates how each tool should be used (i.e. recommended reviewer responses to checklists and questionnaires).

Recommended reviewer responses to JBI (Joanna Briggs Institute), CASP (Critical Appraisal Skills Program) and ETQS (Evaluation Tool for Qualitative Studies)

Using CASP, JBI and ETQS for systematic case study appraisal

Although JBI, CASP and ETQS were all developed to appraise qualitative research, it is evident from the above comparison that there are significant differences between the three tools. For example, JBI and ETQS are well suited to assess researcher’s interpretations (Hannes et al. ( 2010 ) defined this as interpretive validity , a subcategory of internal validity ): the researcher’s ability to portray, understand and reflect on the research participants’ experiences, thoughts, viewpoints and intentions. JBI has an explicit requirement for participant voices to be clearly represented, whereas ETQS involves a set of questions about key characteristics of events, persons, times and settings that are relevant to the study. Furthermore, both JBI and ETQS seek to assess the researcher’s influence on the research, with ETQS particularly focusing on the evaluation of reflexivity (the researcher’s personal influence on the interpretation and collection of data). These elements are absent or addressed to a lesser extent in the CASP tool.

The appraisal of transferability of findings (what this paper previously referred to as external validity ) is addressed only by ETQS and CASP. Both tools have detailed questions about the value of research to practice and policy as well as its transferability to other populations and settings. Methodological research aspects are also extensively addressed by CASP and ETQS, but less so by JBI (which relies predominantly on congruity between research methodology and objectives without any particular assessment criteria for other data sources and/or data collection methods). Finally, the evaluation of theoretical aspects (referred to by Hannes et al. ( 2010 ) as theoretical validity ) is addressed only by JBI and ETQS; there are no assessment criteria for theoretical framework in CASP.

Given these differences, it is unsurprising that CASP, JBI and ETQS have limited relevance for systematic case studies in psychotherapy. First, it is evident that neither of the three tools has specific evaluative criteria for the clinical component of systematic case studies. Although JBI and ETQS feature some relevant questions about participants and their context, the conceptualisation of patients (and/or clients) in psychotherapy involves other kinds of data elements (e.g. diagnostic tools and questionnaires as well as therapist observations) that go beyond the usual participant data. Furthermore, much of the clinical data is intertwined with the therapist’s clinical decision-making and thinking style (Kaluzeviciute & Willemsen, 2020 ). As such, there is a need to appraise patient data and therapist interpretations not only on a separate basis, but also as two forms of knowledge that are deeply intertwined in the case narrative.

Secondly, since systematic case studies involve various forms of data, there is a need to appraise how these data converge (or how different methods complement one another in the case context) and how they can be transferred or applied in broader psychotherapy research and practice. These systematic case study components are attended to a degree by CASP (which is particularly attentive of methodological components) and ETQS (particularly specific criteria for research transferability onto policy and practice). These components are not addressed or less explicitly addressed by JBI. Overall, neither of the tools is attuned to all methodological, theoretical and clinical components of the systematic case study. Specifically, there are no clear evaluation criteria for the description of research teams (i.e. different data analysts and/or clinicians); the suitability of the systematic case study method; the description of patient’s clinical assessment; the use of other methods or data sources; the general data about therapeutic progress.

Finally, there is something to be said about the recommended reviewer responses (Table ​ (Table10). 10 ). Systematic case studies can vary significantly in their formulation and purpose. The methodological, theoretical and clinical components outlined in Table ​ Table9 9 follow guidelines made by case study journals; however, these are recommendations, not ‘set in stone’ case templates. For this reason, the straightforward checklist approaches adopted by JBI and CASP may be difficult to use for case study researchers and those reviewing case study research. The ETQS open-ended questionnaire approach suggested by Long and Godfrey ( 2004 ) enables a comprehensive, detailed and purpose-oriented assessment, suitable for the evaluation of systematic case studies. That said, there remains a challenge of ensuring that there is less space for the interpretation of evaluative criteria (Williams et al., 2019 ). The combination of checklist and framework approaches would, therefore, provide a more stable appraisal process across different reviewers.

Developing purpose-oriented evaluation criteria for systematic case studies

The starting point in developing evaluation criteria for Case Study Evaluation-tool (CaSE) is addressing the significance of pluralism in systematic case studies. Unlike RCTs, systematic case studies are pluralistic in the sense that they employ divergent practices in methodological procedures ( research process ), and they may include significantly different research aims and purpose ( the end - goal ) (Kaluzeviciute & Willemsen, 2020 ). While some systematic case studies will have an explicit intention to conceptualise and situate a single patient’s experiences and symptoms within a broader clinical population, others will focus on the exploration of phenomena as they emerge from the data. It is therefore important that CaSE is positioned within a purpose - oriented evaluative framework , suitable for the assessment of what each systematic case is good for (rather than determining an absolute measure of ‘good’ and ‘bad’ systematic case studies). This approach to evidence and appraisal is in line with the PBE paradigm. PBE emphasises the study of clinical complexities and variations through local and contingent settings (e.g. single case studies) and promotes methodological pluralism (Barkham & Mellor-Clark, 2003 ).

CaSE checklist for essential components in systematic case studies

In order to conceptualise purpose-oriented appraisal questions, we must first look at what unites and differentiates systematic case studies in psychotherapy. The commonly used theoretical, clinical and methodological systematic case study components were identified earlier in Table ​ Table9. 9 . These components will be seen as essential and common to most systematic case studies in CaSE evaluative criteria. If these essential components are missing in a systematic case study, then it may be implied there is a lack of information, which in turn diminishes the evidential quality of the case. As such, the checklist serves as a tool for checking whether a case study is, indeed, systematic (as opposed to experimental or clinical; see Iwakabe & Gazzola, 2009 for further differentiation between methodologically distinct case study types) and should be used before CaSE Purpose - based Evaluative Framework for Systematic Case Studie s (which is designed for the appraisal of different purposes common to systematic case studies).

As noted earlier in the paper, checklist approaches to appraisal are useful when evaluating the presence or absence of specific information in a research study. This approach can be used to appraise essential components in systematic case studies, as shown below. From a pragmatic point view (Levitt et al., 2017 ; Truijens et al., 2019 ), CaSE Checklist for Essential Components in Systematic Case Studies can be seen as a way to ensure the internal validity of systematic case study: the reviewer is assessing whether sufficient information is provided about the case design, procedure, approaches to inquiry, etc., and whether they are relevant to the researcher’s objectives and conclusions (Table ​ (Table11 11 ).

Case Study Evaluation-tool (CaSE) checklist for essential components in systematic case studies. Recommended responses: Yes, No, unclear or not applicable

CaSE purpose-based evaluative framework for systematic case studies

Identifying differences between systematic case studies means identifying the different purposes systematic case studies have in psychotherapy. Based on the earlier work by social scientist Yin ( 1984 , 1993 ), we can differentiate between exploratory (hypothesis generating, indicating a beginning phase of research), descriptive (particularising case data as it emerges) and representative (a case that is typical of a broader clinical population, referred to as the ‘explanatory case’ by Yin) cases.

Another increasingly significant strand of systematic case studies is transferable (aggregating and transferring case study findings) cases. These cases are based on the process of meta-synthesis (Iwakabe & Gazzola, 2009 ): by examining processes and outcomes in many different case studies dealing with similar clinical issues, researchers can identify common themes and inferences. In this way, single case studies that have relatively little impact on clinical practice, research or health care policy (in the sense that they capture psychotherapy processes rather than produce generalisable claims as in Yin’s representative case studies) can contribute to the generation of a wider knowledge base in psychotherapy (Iwakabe, 2003 , 2005 ). However, there is an ongoing issue of assessing the evidential quality of such transferable cases. According to Duncan and Sparks ( 2020 ), although meta-synthesis and meta-analysis are considered to be ‘gold standard’ for assessing interventions across disparate studies in psychotherapy, they often contain case studies with significant research limitations, inappropriate interpretations and insufficient information. It is therefore important to have a research appraisal process in place for selecting transferable case studies.

Two other types of systematic case study research include: critical (testing and/or confirming existing theories) cases, which are described as an excellent method for falsifying existing theoretical concepts and testing whether therapeutic interventions work in practice with concrete patients (Kaluzeviciute, 2021 ), and unique (going beyond the ‘typical’ cases and demonstrating deviations) cases (Merriam, 1998 ). These two systematic case study types are often seen as less valuable for psychotherapy research given that unique/falsificatory findings are difficult to generalise. But it is clear that practitioners and researchers in our field seek out context-specific data, as well as detailed information on the effectiveness of therapeutic techniques in single cases (Stiles, 2007 ) (Table ​ (Table12 12 ).

Key concept: purpose–based systematic case studies

Each purpose-based case study contributes to PBE in different ways. Representative cases provide qualitatively rich, in-depth data about a clinical phenomenon within its particular context. This offers other clinicians and researchers access to a ‘closed world’ (Mackrill & Iwakabe, 2013 ) containing a wide range of attributes about a conceptual type (e.g. clinical condition or therapeutic technique). Descriptive cases generally seek to demonstrate a realistic snapshot of therapeutic processes, including complex dynamics in therapeutic relationships, and instances of therapeutic failure (Maggio, Molgora, & Oasi, 2019 ). Data in descriptive cases should be presented in a transparent manner (e.g. if there are issues in standardising patient responses to a self-report questionnaire, this should be made explicit). Descriptive cases are commonly used in psychotherapy training and supervision. Unique cases are relevant for both clinicians and researchers: they often contain novel treatment approaches and/or introduce new diagnostic considerations about patients who deviate from the clinical population. Critical cases demonstrate the application of psychological theories ‘in action’ with particular patients; as such, they are relevant to clinicians, researchers and policymakers (Mackrill & Iwakabe, 2013 ). Exploratory cases bring new insight and observations into clinical practice and research. This is particularly useful when comparing (or introducing) different clinical approaches and techniques (Trad & Raine, 1994 ). Findings from exploratory cases often include future research suggestions. Finally, transferable cases provide one solution to the generalisation issue in psychotherapy research through the previously mentioned process of meta-synthesis. Grouped together, transferable cases can contribute to theory building and development, as well as higher levels of abstraction about a chosen area of psychotherapy research (Iwakabe & Gazzola, 2009 ).

With this plurality in mind, it is evident that CaSE has a challenging task of appraising research components that are distinct across six different types of purpose-based systematic case studies. The purpose-specific evaluative criteria in Table ​ Table13 13 was developed in close consultation with epistemological literature associated with each type of case study, including: Yin’s ( 1984 , 1993 ) work on establishing the typicality of representative cases; Duncan and Sparks’ ( 2020 ) and Iwakabe and Gazzola’s ( 2009 ) case selection criteria for meta-synthesis and meta-analysis; Stake’s ( 1995 , 2010 ) research on particularising case narratives; Merriam’s ( 1998 ) guidelines on distinctive attributes of unique case studies; Kennedy’s ( 1979 ) epistemological rules for generalising from case studies; Mahrer’s ( 1988 ) discovery oriented case study approach; and Edelson’s ( 1986 ) guidelines for rigorous hypothesis generation in case studies.

Case Study Evaluation-tool (CaSE) purpose-based evaluative framework for systematic case studies. Recommended responses: open-ended questionnaire

Research on epistemic issues in case writing (Kaluzeviciute, 2021 ) and different forms of scientific thinking in psychoanalytic case studies (Kaluzeviciute & Willemsen, 2020 ) was also utilised to identify case study components that would help improve therapist clinical decision-making and reflexivity.

For the analysis of more complex research components (e.g. the degree of therapist reflexivity), the purpose-based evaluation will utilise a framework approach, in line with comprehensive and open-ended reviewer responses in ETQS (Evaluation Tool for Qualitative Studies) (Long & Godfrey, 2004 ) (Table ​ (Table13). 13 ). That is to say, the evaluation here is not so much about the presence or absence of information (as in the checklist approach) but the degree to which the information helps the case with its unique purpose, whether it is generalisability or typicality. Therefore, although the purpose-oriented evaluation criteria below encompasses comprehensive questions at a considerable level of generality (in the sense that not all components may be required or relevant for each case study), it nevertheless seeks to engage with each type of purpose-based systematic case study on an individual basis (attending to research or clinical components that are unique to each of type of case study).

It is important to note that, as this is an introductory paper to CaSE, the evaluative framework is still preliminary: it involves some of the core questions that pertain to the nature of all six purpose-based systematic case studies. However, there is a need to develop a more comprehensive and detailed CaSE appraisal framework for each purpose-based systematic case study in the future.

Using CaSE on published systematic case studies in psychotherapy: an example

To illustrate the use of CaSE Purpose - based Evaluative Framework for Systematic Case Studies , a case study by Lunn, Daniel, and Poulsen ( 2016 ) titled ‘ Psychoanalytic Psychotherapy With a Client With Bulimia Nervosa ’ was selected from the Single Case Archive (SCA) and analysed in Table ​ Table14. 14 . Based on the core questions associated with the six purpose-based systematic case study types in Table ​ Table13(1 13 (1 to 6), the purpose of Lunn et al.’s ( 2016 ) case was identified as critical (testing an existing theoretical suggestion).

Using Case Study Evaluation-tool (CaSE): Lunn et al. ( 2016 )’s case ‘ Psychoanalytic psychotherapy with a client with bulimia nervosa ’

Sometimes, case study authors will explicitly define the purpose of their case in the form of research objectives (as was the case in Lunn et al.’s study); this helps identifying which purpose-based questions are most relevant for the evaluation of the case. However, some case studies will require comprehensive analysis in order to identify their purpose (or multiple purposes). As such, it is recommended that CaSE reviewers first assess the degree and manner in which information about the studied phenomenon, patient data, clinical discourse and research are presented before deciding on the case purpose.

Although each purpose-based systematic case study will contribute to different strands of psychotherapy (theory, practice, training, etc.) and focus on different forms of data (e.g. theory testing vs extensive clinical descriptions), the overarching aim across all systematic case studies in psychotherapy is to study local and contingent processes, such as variations in patient symptoms and complexities of the clinical setting. The comprehensive framework approach will therefore allow reviewers to assess the degree of external validity in systematic case studies (Barkham & Mellor-Clark, 2003 ). Furthermore, assessing the case against its purpose will let reviewers determine whether the case achieves its set goals (research objectives and aims). The example below shows that Lunn et al.’s ( 2016 ) case is successful in functioning as a critical case as the authors provide relevant, high-quality information about their tested therapeutic conditions.

Finally, it is also possible to use CaSE to gather specific type of systematic case studies for one’s research, practice, training, etc. For example, a CaSE reviewer might want to identify as many descriptive case studies focusing on negative therapeutic relationships as possible for their clinical supervision. The reviewer will therefore only need to refer to CaSE questions in Table ​ Table13(2) 13 (2) on descriptive cases. If the reviewed cases do not align with the questions in Table ​ Table13(2), 13 (2), then they are not suitable for the CaSE reviewer who is looking for “know-how” knowledge and detailed clinical narratives.

Concluding comments

This paper introduces a novel Case Study Evaluation-tool (CaSE) for systematic case studies in psychotherapy. Unlike most appraisal tools in EBP, CaSE is positioned within purpose-oriented evaluation criteria, in line with the PBE paradigm. CaSE enables reviewers to assess what each systematic case is good for (rather than determining an absolute measure of ‘good’ and ‘bad’ systematic case studies). In order to explicate a purpose-based evaluative framework, six different systematic case study purposes in psychotherapy have been identified: representative cases (purpose: typicality), descriptive cases (purpose: particularity), unique cases (purpose: deviation), critical cases (purpose: falsification/confirmation), exploratory cases (purpose: hypothesis generation) and transferable cases (purpose: generalisability). Each case was linked with an existing epistemological network, such as Iwakabe and Gazzola’s ( 2009 ) work on case selection criteria for meta-synthesis. The framework approach includes core questions specific to each purpose-based case study (Table 13 (1–6)). The aim is to assess the external validity and effectiveness of each case study against its set out research objectives and aims. Reviewers are required to perform a comprehensive and open-ended data analysis, as shown in the example in Table ​ Table14 14 .

Along with CaSE Purpose - based Evaluative Framework (Table ​ (Table13), 13 ), the paper also developed CaSE Checklist for Essential Components in Systematic Case Studies (Table ​ (Table12). 12 ). The checklist approach is meant to aid reviewers in assessing the presence or absence of essential case study components, such as the rationale behind choosing the case study method and description of patient’s history. If essential components are missing in a systematic case study, then it may be implied that there is a lack of information, which in turn diminishes the evidential quality of the case. Following broader definitions of validity set out by Levitt et al. ( 2017 ) and Truijens et al. ( 2019 ), it could be argued that the checklist approach allows for the assessment of (non-quantitative) internal validity in systematic case studies: does the researcher provide sufficient information about the case study design, rationale, research objectives, epistemological/philosophical paradigms, assessment procedures, data analysis, etc., to account for their research conclusions?

It is important to note that this paper is set as an introduction to CaSE; by extension, it is also set as an introduction to research evaluation and appraisal processes for case study researchers in psychotherapy. As such, it was important to provide a step-by-step epistemological rationale and process behind the development of CaSE evaluative framework and checklist. However, this also means that further research needs to be conducted in order to develop the tool. While CaSE Purpose - based Evaluative Framework involves some of the core questions that pertain to the nature of all six purpose-based systematic case studies, there is a need to develop individual and comprehensive CaSE evaluative frameworks for each of the purpose-based systematic case studies in the future. This line of research is likely to enhance CaSE target audience: clinicians interested in reviewing highly particular clinical narratives will attend to descriptive case study appraisal frameworks; researchers working with qualitative meta-synthesis will find transferable case study appraisal frameworks most relevant to their work; while teachers on psychotherapy and counselling modules may seek out unique case study appraisal frameworks.

Furthermore, although CaSE Checklist for Essential Components in Systematic Case Studies and CaSE Purpose - based Evaluative Framework for Systematic Case Studies are presented in a comprehensive, detailed manner, with definitions and examples that would enable reviewers to have a good grasp of the appraisal process, it is likely that different reviewers may have different interpretations or ideas of what might be ‘substantial’ case study data. This, in part, is due to the methodologically pluralistic nature of the case study genre itself; what is relevant for one case study may not be relevant for another, and vice-versa. To aid with the review process, future research on CaSE should include a comprehensive paper on using the tool. This paper should involve evaluation examples with all six purpose-based systematic case studies, as well as a ‘search’ exercise (using CaSE to assess the relevance of case studies for one’s research, practice, training, etc.).

Finally, further research needs to be developed on how (and, indeed, whether) systematic case studies should be reviewed with specific ‘grades’ or ‘assessments’ that go beyond the qualitative examination in Table ​ Table14. 14 . This would be particularly significant for the processes of qualitative meta-synthesis and meta-analysis. These research developments will further enhance CaSE tool, and, in turn, enable psychotherapy researchers to appraise their findings within clear, purpose-based evaluative criteria appropriate for systematic case studies.

Acknowledgments

I would like to thank Prof Jochem Willemsen (Faculty of Psychology and Educational Sciences, Université catholique de Louvain-la-Neuve), Prof Wayne Martin (School of Philosophy and Art History, University of Essex), Dr Femke Truijens (Institute of Psychology, Erasmus University Rotterdam) and the reviewers of Psicologia: Reflexão e Crítica / Psychology : Research and Review for their feedback, insight and contributions to the manuscript.

Author’s contributions

GK is the sole author of the manuscript. The author(s) read and approved the final manuscript.

Arts and Humanities Research Council (AHRC) and Consortium for Humanities and the Arts South-East England (CHASE) Doctoral Training Partnership, Award Number [AH/L50 3861/1].

Availability of data and materials

Declarations.

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.

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Psychological Research Methods: Types and Tips

Categories Research Methods

Psychological research methods are the techniques used by scientists and researchers to study human behavior and mental processes. These methods are used to gather empirical evidence.

The goal of psychological research methods is to obtain objective and verifiable data collected through scientific experimentation and observation. 

The research methods that are used in psychology are crucial for understanding how and why people behave the way they do, as well as for developing and testing theories about human behavior.

Table of Contents

Reasons to Learn More About Psychological Research Methods

One of the key goals of psychological research is to make sure that the data collected is reliable and valid.

• Reliability means that the data is consistent and can be replicated
• Validity refers to the accuracy of the data collected

Researchers must take great care to ensure that their research methods are reliable and valid, as this is essential for drawing accurate conclusions and making valid claims about human behavior.

High school and college students who are interested in psychology can benefit greatly from learning about research methods. Understanding how psychologists study human behavior and mental processes can help students develop critical thinking skills and a deeper appreciation for the complexity of human behavior.

Having an understanding of these research methods can prepare students for future coursework in psychology, as well as for potential careers in the field.

Quantitative vs. Qualitative Psychological Research Methods

Psychological research methods can be broadly divided into two main types: quantitative and qualitative. These two methods differ in their approach to data collection and analysis.

Quantitative Research Methods

Quantitative research methods involve collecting numerical data through controlled experiments, surveys, and other objective measures.

The goal of quantitative research is to identify patterns and relationships in the data that can be analyzed statistically.

Researchers use statistical methods to test hypotheses, identify significant differences between groups, and make predictions about future behavior.

Qualitative Research Methods

Qualitative research methods, on the other hand, involve collecting non-numerical data through open-ended interviews, observations, and other subjective measures.

Qualitative research aims to understand the subjective experiences and perspectives of individuals and groups.

Researchers use methods such as content analysis and thematic analysis to identify themes and patterns in the data and to develop rich descriptions of the phenomenon under study.

How Quantitative and Qualitative Methods Are Used

While quantitative and qualitative research methods differ in their approach to data collection and analysis, they are often used together to gain a more complete understanding of complex phenomena.

For example, a researcher studying the impact of social media on mental health might use a quantitative survey to gather numerical data on social media use and a qualitative interview to gain insight into participants’ subjective experiences with social media.

Types of Psychological Research Methods

There are several types of research methods used in psychology, including experiments, surveys, case studies, and observational studies. Each method has its strengths and weaknesses, and researchers must choose the most appropriate method based on their research question and the data they hope to collect.

Case Studies

A case study is a research method used in psychology to investigate an individual, group, or event in great detail. In a case study, the researcher gathers information from a variety of sources, including:

• Observation
• Document analysis

These methods allow researchers to gain an in-depth understanding of the case being studied.

Case studies are particularly useful when the phenomenon under investigation is rare or complex, and when it is difficult to replicate in a laboratory setting.

Surveys are a commonly used research method in psychology that involve gathering data from a large number of people about their thoughts, feelings, behaviors, and attitudes.

Surveys can be conducted in a variety of ways, including:

• In-person interviews
• Online questionnaires
• Paper-and-pencil surveys

Surveys are particularly useful when researchers want to study attitudes or behaviors that are difficult to observe directly or when they want to generalize their findings to a larger population.

Experimental Psychological Research Methods

Experimental studies are a research method commonly used in psychology to investigate cause-and-effect relationships between variables. In an experimental study, the researcher manipulates one or more variables to see how they affect another variable, while controlling for other factors that may influence the outcome.

Experimental studies are considered the gold standard for establishing cause-and-effect relationships, as they allow researchers to control for potential confounding variables and to manipulate variables in a systematic way.

Correlational Psychological Research Methods

Correlational research is a research method used in psychology to investigate the relationship between two or more variables without manipulating them. The goal of correlational research is to determine the extent to which changes in one variable are associated with changes in another variable.

In other words, correlational research aims to establish the direction and strength of the relationship between two or more variables.

Naturalistic Observation

Naturalistic observation is a research method used in psychology to study behavior in natural settings, without any interference or manipulation from the researcher.

The goal of naturalistic observation is to gain insight into how people or animals behave in their natural environment without the influence of laboratory conditions.

Meta-Analysis

A meta-analysis is a research method commonly used in psychology to combine and analyze the results of multiple studies on a particular topic.

The goal of a meta-analysis is to provide a comprehensive and quantitative summary of the existing research on a topic, in order to identify patterns and relationships that may not be apparent in individual studies.

Tips for Using Psychological Research Methods

Here are some tips for high school and college students who are interested in using psychological research methods:

Understand the different types of research methods: 

Before conducting any research, it is important to understand the different types of research methods that are available, such as surveys, case studies, experiments, and naturalistic observation.

Each method has its strengths and limitations, and selecting the appropriate method depends on the research question and variables being investigated.

Develop a clear research question: 

A good research question is essential for guiding the research process. It should be specific, clear, and relevant to the field of psychology. It is also important to consider ethical considerations when developing a research question.

Use proper sampling techniques: 

Sampling is the process of selecting participants for a study. It is important to use proper sampling techniques to ensure that the sample is representative of the population being studied.

Random sampling is considered the gold standard for sampling, but other techniques, such as convenience sampling, may also be used depending on the research question.

Use reliable and valid measures:

It is important to use reliable and valid measures to ensure the data collected is accurate and meaningful. This may involve using established measures or developing new measures and testing their reliability and validity.

Consider ethical issues:

It is important to consider ethical considerations when conducting psychological research, such as obtaining informed consent from participants, maintaining confidentiality, and minimizing any potential harm to participants.

In many cases, you will need to submit your study proposal to your school’s institutional review board for approval.

Analyze and interpret the data appropriately : 

After collecting the data, it is important to analyze and interpret the data appropriately. This may involve using statistical techniques to identify patterns and relationships between variables, and using appropriate software tools for analysis.

Communicate findings clearly: 

Finally, it is important to communicate the findings clearly in a way that is understandable to others. This may involve writing a research report, giving a presentation, or publishing a paper in a scholarly journal.

Clear communication is essential for advancing the field of psychology and informing future research.

Frequently Asked Questions

What are the 5 methods of psychological research.

The five main methods of psychological research are:

• Experimental research : This method involves manipulating one or more independent variables to observe their effect on one or more dependent variables while controlling for other variables. The goal is to establish cause-and-effect relationships between variables.
• Correlational research : This method involves examining the relationship between two or more variables, without manipulating them. The goal is to determine whether there is a relationship between the variables and the strength and direction of that relationship.
• Survey research : This method involves gathering information from a sample of participants using questionnaires or interviews. The goal is to collect data on attitudes, opinions, behaviors, or other variables of interest.
• Case study research : This method involves an in-depth analysis of a single individual, group, or event. The goal is to gain insight into specific behaviors, attitudes, or phenomena.
• Naturalistic observation research : This method involves observing and recording behavior in natural settings without any manipulation or interference from the researcher. The goal is to gain insight into how people or animals behave in their natural environment.

What is the most commonly used psychological research method?

The most common research method used in psychology varies depending on the research question and the variables being investigated. However, correlational research is one of the most frequently used methods in psychology.

This is likely because correlational research is useful in studying a wide range of psychological phenomena, and it can be used to examine the relationships between variables that cannot be manipulated or controlled, such as age, gender, and personality traits. 

Experimental research is also a widely used method in psychology, particularly in the areas of cognitive psychology , social psychology , and developmental psychology .

Other methods, such as survey research, case study research, and naturalistic observation, are also commonly used in psychology research, depending on the research question and the variables being studied.

How do you know which research method to use?

Deciding which type of research method to use depends on the research question, the variables being studied, and the practical considerations involved. Here are some general guidelines to help students decide which research method to use:

• Identify the research question : The first step is to clearly define the research question. What are you trying to study? What is the hypothesis you want to test? Answering these questions will help you determine which research method is best suited for your study.
• Choose your variables : Identify the independent and dependent variables involved in your research question. This will help you determine whether an experimental or correlational research method is most appropriate.
• Consider your resources : Think about the time, resources, and ethical considerations involved in conducting the research. For example, if you are working on a tight budget, a survey or correlational research method may be more feasible than an experimental study.
• Review existing literature : Conducting a literature review of previous studies on the topic can help you identify the most appropriate research method. This can also help you identify gaps in the literature that your study can fill.
• Consult with a mentor or advisor : If you are still unsure which research method to use, consult with a mentor or advisor who has experience in conducting research in your area of interest. They can provide guidance and help you make an informed decision.

Scholtz SE, de Klerk W, de Beer LT. The use of research methods in psychological research: A systematised review . Front Res Metr Anal . 2020;5:1. doi:10.3389/frma.2020.00001

Palinkas LA. Qualitative and mixed methods in mental health services and implementation research . J Clin Child Adolesc Psychol . 2014;43(6):851-861. doi:10.1080/15374416.2014.910791

Crowe S, Cresswell K, Robertson A, Huby G, Avery A, Sheikh A. The case study approach . BMC Med Res Methodol . 2011;11(1):100. doi:10.1186/1471-2288-11-100

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Psychology’s 10 greatest case studies – digested

These ten characters have all had a huge influence on psychology and their stories continue to intrigue each new generation of students. What’s particularly fascinating is that many of their stories continue to evolve – new evidence comes to light, or new technologies are brought to bear, changing how the cases are interpreted and understood. What many of these 10 also have in common is that they speak to some of the perennial debates in psychology, about personality and identity, nature and nurture, and the links between mind and body.

Phineas Gage

One day in 1848 in Central Vermont, Phineas Gage was tamping explosives into the ground to prepare the way for a new railway line when he had a terrible accident. The detonation went off prematurely, and his tamping iron shot into his face, through his brain, and out the top of his head.

Remarkably Gage survived, although his friends and family reportedly felt he was changed so profoundly (becoming listless and aggressive) that “he was no longer Gage.” There the story used to rest – a classic example of frontal brain damage affecting personality. However, recent years have seen  a drastic reevaluation  of Gage’s story in light of new evidence. It’s now believed that he underwent significant rehabilitation and in fact began work as a horse carriage driver in Chile. A  simulation of his injuries  suggested much of his right frontal cortex was likely spared, and  photographic evidence  has been unearthed showing a post-accident dapper Gage. Not that you’ll find this revised account in many psychology textbooks:  a recent analysis  showed that few of them have kept up to date with the new evidence.

Henry Gustav Molaison (known for years as H.M. in the literature to protect his privacy), who died in 2008, developed severe amnesia at age 27 after undergoing brain surgery as a form of treatment for the epilepsy he’d suffered since childhood. He was subsequently the focus of study by over 100 psychologists and neuroscientists and he’s been mentioned in over 12,000 journal articles! Molaison’s surgery involved the removal of large parts of the hippocampus on both sides of his brain and the result was that he was almost entirely unable to store any new information in long-term memory (there were some exceptions – for example, after 1963 he was aware that a US president had been assassinated in Dallas). The extremity of Molaison’s deficits was a surprise to experts of the day because many of them believed that memory was distributed throughout the cerebral cortex. Today, Molaison’s legacy lives on: his brain was carefully sliced and preserved and turned into a 3D digital atlas and his life story is reportedly due to be turned into a feature film based on the book researcher Suzanne Corkin wrote about him:  Permanent Present Tense, The Man With No Memory and What He Taught The World .

Victor Leborgne (nickname “Tan”)

The fact that, in most people, language function is served predominantly by the left frontal cortex has today almost become common knowledge, at least among psych students. However, back in the early nineteenth century, the consensus view was that language function (like memory, see entry for H.M.) was distributed through the brain. An eighteenth century patient who helped change that was Victor Leborgne, a Frenchman who was nicknamed “Tan” because that was the only sound he could utter (besides the expletive phrase “sacre nom de Dieu”). In 1861, aged 51, Leborgne was referred to the renowned neurologist Paul Broca, but died soon after. Broca examined Leborgne’s brain and noticed a lesion in his left frontal lobe – a segment of tissue now known as Broca’s area. Given Leborgne’s impaired speech but intact comprehension, Broca concluded that this area of the brain was responsible for speech production and he set about persuading his peers of this fact – now recognised as a key moment in psychology’s history. For decades little was known about Leborgne, besides his important contribution to science. However, in a paper published in 2013, Cezary Domanski at Maria Curie-Sklodowska University in Poland uncovered new biographical details, including the possibility that Leborgne muttered the word “Tan” because his birthplace of Moret, home to several tanneries.

Wild Boy of Aveyron

The “Wild boy of Aveyron” – named Victor by the physician Jean-Marc Itard – was found emerging from Aveyron forest in South West France in 1800, aged 11 or 12, where’s it’s thought he had been living in the wild for several years. For psychologists and philosophers, Victor became a kind of “natural experiment” into the question of nature and nurture. How would he be affected by the lack of human input early in his life? Those who hoped Victor would support the notion of the “noble savage” uncorrupted by modern civilisation were largely disappointed: the boy was dirty and dishevelled, defecated where he stood and apparently motivated largely by hunger. Victor acquired celebrity status after he was transported to Paris and Itard began a mission to teach and socialise the “feral child”. This programme met with mixed success: Victor never learned to speak fluently, but he dressed, learned civil toilet habits, could write a few letters and acquired some very basic language comprehension. Autism expert Uta Frith believes Victor may have been abandoned because he was autistic, but she acknowledges we will never know the truth of his background. Victor’s story inspired the 2004 novel  The Wild Boy  and was dramatised in the 1970 French film  The Wild Child .

Nicknamed ‘Kim-puter’ by his friends, Peek who died in 2010 aged 58, was the inspiration for Dustin Hoffman’s autistic savant character in the multi-Oscar-winning film  Rain Man . Before that movie, which was released in 1988, few people had heard of autism, so Peek via the film can be credited with helping to raise the profile of the condition. Arguably though, the film also helped spread the popular misconception that giftedness is a hallmark of autism (in one notable scene, Hoffman’s character deduces in an instant the precise number of cocktail sticks – 246 – that a waitress drops on the floor). Peek himself was actually a non-autistic savant, born with brain abnormalities including a malformed cerebellum and an absent corpus callosum (the massive bundle of tissue that usually connects the two hemispheres). His savant skills were astonishing and included calendar calculation, as well as an encyclopaedic knowledge of history, literature, classical music, US zip codes and travel routes. It was estimated that he read more than 12,000 books in his life time, all of them committed to flawless memory. Although outgoing and sociable, Peek had coordination problems and struggled with abstract or conceptual thinking.

“Anna O.” is the pseudonym for Bertha Pappenheim, a pioneering German Jewish feminist and social worker who died in 1936 aged 77. As Anna O. she is known as one of the first ever patients to undergo psychoanalysis and her case inspired much of Freud’s thinking on mental illness. Pappenheim first came to the attention of another psychoanalyst, Joseph Breuer, in 1880 when he was called to her house in Vienna where she was lying in bed, almost entirely paralysed. Her other symptoms include hallucinations, personality changes and rambling speech, but doctors could find no physical cause. For 18 months, Breuer visited her almost daily and talked to her about her thoughts and feelings, including her grief for her father, and the more she talked, the more her symptoms seemed to fade – this was apparently one of the first ever instances of psychoanalysis or “the talking cure”, although the degree of Breuer’s success has been disputed and some historians allege that Pappenheim did have an organic illness, such as epilepsy. Although Freud never met Pappenheim, he wrote about her case, including the notion that she had a hysterical pregnancy, although this too is disputed. The latter part of Pappenheim’s life in Germany post 1888 is as remarkable as her time as Anna O. She became a prolific writer and social pioneer, including authoring stories, plays, and translating seminal texts, and she founded social clubs for Jewish women, worked in orphanages and founded the German Federation of Jewish Women.

Kitty Genovese

Sadly, it is not really Kitty Genovese the person who has become one of psychology’s classic case studies, but rather the terrible fate that befell her. In 1964 in New York, Genovese was returning home from her job as a bar maid when she was attacked and eventually murdered by Winston Mosely. What made this tragedy so influential to psychology was that it inspired research into what became known as the Bystander Phenomenon – the now well-established finding that our sense of individual responsibility is diluted by the presence of other people. According to folklore, 38 people watched Genovese’s demise yet not one of them did anything to help, apparently a terrible real life instance of the Bystander Effect. However, the story doesn’t end there because historians have since established  the reality was much more complicated  – at least two people did try to summon help, and actually there was only one witness the second and fatal attack. While the main principle of the Bystander Effect has stood the test of time, modern psychology’s understanding of the way it works has become a lot more nuanced. For example, there’s evidence that in some situations people are more likely to act when they’re part of a larger group, such as when they and the other group members all belong to the same social category (such as all being women) as the victim.

Little Albert

“Little Albert” was the nickname that the pioneering behaviourist psychologist John Watson gave to an 11-month-old baby, in whom, with his colleague and future wife Rosalind Rayner, he deliberately attempted to instill certain fears through a process of conditioning. The research, which was of dubious scientific quality, was conducted in 1920 and has become notorious for being so unethical (such a procedure would never be given approval in modern university settings). Interest in Little Albert has reignited in recent years as an academic quarrel has erupted over his true identity. A group led by Hall Beck at Appalachian University announced in 2011 that they thought Little Albert was actually Douglas Merritte, the son of a wet nurse at John Hopkins University where Watson and Rayner were based. According to this sad account, Little Albert was neurologically impaired, compounding the unethical nature of the Watson/Rayner research, and he died aged six of  hydrocephalus (fluid on the brain). However, this account was challenged by a different group of scholars led by Russell Powell at MacEwan University in 2014. They established that Little Albert was more likely William A Barger (recorded in his medical file as Albert Barger), the son of a different wet nurse. Earlier this year, textbook writer Richard Griggs weighed up all the evidence and concluded that the Barger story is the more credible, which would mean that Little Albert in fact died 2007 aged 87.

Chris Sizemore

Chris Costner Sizemore is one of the most famous patients to be given the controversial diagnosis of multiple personality disorder, known today as dissociative identity disorder. Sizemore’s alter egos apparently included Eve White, Eve Black, Jane and many others. By some accounts, Sizemore expressed these personalities as a coping mechanism in the face of traumas she experienced in childhood, including seeing her mother badly injured and a man sawn in half at a lumber mill. In recent years, Sizemore has described how her alter egos have been combined into one united personality for many decades, but she still sees different aspects of her past as belonging to her different personalities. For example, she has stated that her husband was married to Eve White (not her), and that Eve White is the mother of her first daughter. Her story was turned into a movie in 1957 called  The Three Faces of Eve  (based on a book of the same name written by her psychiatrists). Joanne Woodward won the best actress Oscar for portraying Sizemore and her various personalities in this film. Sizemore published her autobiography in 1977 called  I’m Eve . In 2009, she appeared on the BBC’s  Hard Talk  interview show.

David Reimer

One of the most famous patients in psychology, Reimer lost his penis in a botched circumcision operation when he was just 8 months old. His parents were subsequently advised by psychologist John Money to raise Reimer as a girl, “Brenda”, and for him to undergo further surgery and hormone treatment to assist his gender reassignment.

Money initially described the experiment (no one had tried anything like this before) as a huge success that appeared to support his belief in the important role of socialisation, rather than innate factors, in children’s gender identity. In fact, the reassignment was seriously problematic and Reimer’s boyishness was never far beneath the surface. When he was aged 14, Reimer was told the truth about his past and set about reversing the gender reassignment process to become male again. He later campaigned against other children with genital injuries being gender reassigned in the way that he had been. His story was turned into the book  As Nature Made Him, The Boy Who Was Raised As A Girl  by John Colapinto, and he is the subject of two BBC Horizon documentaries. Tragically, Reimer took his own life in 2004, aged just 38.

Christian Jarrett  ( @Psych_Writer ) is Editor of  BPS Research Digest

This article was originally published on  BPS Research Digest . Read the  original article .

Case Examples

Examples of recommended interventions in the treatment of depression across the lifespan.

Children/Adolescents

A 15-year-old Puerto Rican female

The adolescent was previously diagnosed with major depressive disorder and treated intermittently with supportive psychotherapy and antidepressants. Her more recent episodes related to her parents’ marital problems and her academic/social difficulties at school. She was treated using cognitive-behavioral therapy (CBT).

Chafey, M.I.J., Bernal, G., & Rossello, J. (2009). Clinical Case Study: CBT for Depression in A Puerto Rican Adolescent. Challenges and Variability in Treatment Response. Depression and Anxiety , 26, 98-103.  https://doi.org/10.1002/da.20457

Sam, a 15-year-old adolescent

Sam was team captain of his soccer team, but an unexpected fight with another teammate prompted his parents to meet with a clinical psychologist. Sam was diagnosed with major depressive disorder after showing an increase in symptoms over the previous three months. Several recent challenges in his family and romantic life led the therapist to recommend interpersonal psychotherapy for adolescents (IPT-A).

Hall, E.B., & Mufson, L. (2009). Interpersonal Psychotherapy for Depressed Adolescents (IPT-A): A Case Illustration. Journal of Clinical Child & Adolescent Psychology, 38 (4), 582-593. https://doi.org/10.1080/15374410902976338

© Society of Clinical Child and Adolescent Psychology (Div. 53) APA, https://sccap53.org/, reprinted by permission of Taylor & Francis Ltd, http://www.tandfonline.com on behalf of the Society of Clinical Child and Adolescent Psychology (Div. 53) APA.

General Adults

Mark, a 43-year-old male

Mark had a history of depression and sought treatment after his second marriage ended. His depression was characterized as being “controlled by a pattern of interpersonal avoidance.” The behavior/activation therapist asked Mark to complete an activity record to help steer the treatment sessions.

Dimidjian, S., Martell, C.R., Addis, M.E., & Herman-Dunn, R. (2008). Chapter 8: Behavioral activation for depression. In D.H. Barlow (Ed.) Clinical handbook of psychological disorders: A step-by-step treatment manual (4th ed., pp. 343-362). New York: Guilford Press.

Reprinted with permission from Guilford Press.

Denise, a 59-year-old widow

Denise is described as having “nonchronic depression” which appeared most recently at the onset of her husband’s diagnosis with brain cancer. Her symptoms were loneliness, difficulty coping with daily life, and sadness. Treatment included filling out a weekly activity log and identifying/reconstructing automatic thoughts.

Young, J.E., Rygh, J.L., Weinberger, A.D., & Beck, A.T. (2008). Chapter 6: Cognitive therapy for depression. In D.H. Barlow (Ed.) Clinical handbook of psychological disorders: A step-by-step treatment manual (4th ed., pp. 278-287). New York, NY: Guilford Press.

Nancy, a 25-year-old single, white female

Nancy described herself as being “trapped by her relationships.” Her intake interview confirmed symptoms of major depressive disorder and the clinician recommended cognitive-behavioral therapy. 

Persons, J.B., Davidson, J. & Tompkins, M.A. (2001). A Case Example: Nancy. In Essential Components of Cognitive-Behavior Therapy For Depression (pp. 205-242). Washington, D.C.: American Psychological Association. http://dx.doi.org/10.1037/10389-007

While APA owns the rights to this text, some exhibits are property of the San Francisco Bay Area Center for Cognitive Therapy, which has granted the APA permission for use.

Luke, a 34-year-old male graduate student

Luke is described as having treatment-resistant depression and while not suicidal, hoped that a fatal illness would take his life or that he would just disappear. His treatment involved mindfulness-based cognitive therapy, which helps participants become aware of and recharacterize their overwhelming negative thoughts. It involves regular practice of mindfulness techniques and exercises as one component of therapy.

Sipe, W.E.B., & Eisendrath, S.J. (2014). Chapter 3 — Mindfulness-Based Cognitive Therapy For Treatment-Resistant Depression. In R.A. Baer (Ed.), Mindfulness-Based Treatment Approaches (2nd ed., pp. 66-70). San Diego: Academic Press.

Reprinted with permission from Elsevier.

Sara, a 35-year-old married female

Sara was referred to treatment after having a stillbirth. Sara showed symptoms of grief, or complicated bereavement, and was diagnosed with major depression, recurrent. The clinician recommended interpersonal psychotherapy (IPT) for a duration of 12 weeks.

Bleiberg, K.L., & Markowitz, J.C. (2008). Chapter 7: Interpersonal psychotherapy for depression. In D.H. Barlow (Ed.) Clinical handbook of psychological disorders: a treatment manual (4th ed., pp. 315-323). New York, NY: Guilford Press.

Peggy, a 52-year-old white, Italian-American widow

Peggy had a history of chronic depression, which flared during her husband’s illness and ultimate death. Guilt was a driving factor of her depressive symptoms, which lasted six months after his death. The clinician treated Peggy with psychodynamic therapy over a period of two years.

Bishop, J., & Lane , R.C. (2003). Psychodynamic Treatment of a Case of Grief Superimposed On Melancholia. Clinical Case Studies , 2(1), 3-19. https://doi.org/10.1177/1534650102239085

Several case examples of supportive therapy

Winston, A., Rosenthal, R.N., & Pinsker, H. (2004). Introduction to Supportive Psychotherapy . Arlington, VA : American Psychiatric Publishing.

Older Adults

Several case examples of interpersonal psychotherapy & pharmacotherapy

Miller, M. D., Wolfson, L., Frank, E., Cornes, C., Silberman, R., Ehrenpreis, L.…Reynolds, C. F., III. (1998). Using Interpersonal Psychotherapy (IPT) in a Combined Psychotherapy/Medication Research Protocol with Depressed Elders: A Descriptive Report With Case Vignettes. Journal of Psychotherapy Practice and Research , 7(1), 47-55.

Research Methods In Psychology

Saul Mcleod, PhD

Editor-in-Chief for Simply Psychology

BSc (Hons) Psychology, MRes, PhD, University of Manchester

Saul Mcleod, PhD., is a qualified psychology teacher with over 18 years of experience in further and higher education. He has been published in peer-reviewed journals, including the Journal of Clinical Psychology.

Learn about our Editorial Process

Olivia Guy-Evans, MSc

Associate Editor for Simply Psychology

BSc (Hons) Psychology, MSc Psychology of Education

Olivia Guy-Evans is a writer and associate editor for Simply Psychology. She has previously worked in healthcare and educational sectors.

Research methods in psychology are systematic procedures used to observe, describe, predict, and explain behavior and mental processes. They include experiments, surveys, case studies, and naturalistic observations, ensuring data collection is objective and reliable to understand and explain psychological phenomena.

Hypotheses are statements about the prediction of the results, that can be verified or disproved by some investigation.

There are four types of hypotheses :

• Null Hypotheses (H0 ) – these predict that no difference will be found in the results between the conditions. Typically these are written ‘There will be no difference…’
• Alternative Hypotheses (Ha or H1) – these predict that there will be a significant difference in the results between the two conditions. This is also known as the experimental hypothesis.
• One-tailed (directional) hypotheses – these state the specific direction the researcher expects the results to move in, e.g. higher, lower, more, less. In a correlation study, the predicted direction of the correlation can be either positive or negative.
• Two-tailed (non-directional) hypotheses – these state that a difference will be found between the conditions of the independent variable but does not state the direction of a difference or relationship. Typically these are always written ‘There will be a difference ….’

All research has an alternative hypothesis (either a one-tailed or two-tailed) and a corresponding null hypothesis.

Once the research is conducted and results are found, psychologists must accept one hypothesis and reject the other. 

So, if a difference is found, the Psychologist would accept the alternative hypothesis and reject the null.  The opposite applies if no difference is found.

Sampling techniques

Sampling is the process of selecting a representative group from the population under study.

A sample is the participants you select from a target population (the group you are interested in) to make generalizations about.

Representative means the extent to which a sample mirrors a researcher’s target population and reflects its characteristics.

Generalisability means the extent to which their findings can be applied to the larger population of which their sample was a part.

• Volunteer sample : where participants pick themselves through newspaper adverts, noticeboards or online.
• Opportunity sampling : also known as convenience sampling , uses people who are available at the time the study is carried out and willing to take part. It is based on convenience.
• Random sampling : when every person in the target population has an equal chance of being selected. An example of random sampling would be picking names out of a hat.
• Systematic sampling : when a system is used to select participants. Picking every Nth person from all possible participants. N = the number of people in the research population / the number of people needed for the sample.
• Stratified sampling : when you identify the subgroups and select participants in proportion to their occurrences.
• Snowball sampling : when researchers find a few participants, and then ask them to find participants themselves and so on.
• Quota sampling : when researchers will be told to ensure the sample fits certain quotas, for example they might be told to find 90 participants, with 30 of them being unemployed.

Experiments always have an independent and dependent variable .

• The independent variable is the one the experimenter manipulates (the thing that changes between the conditions the participants are placed into). It is assumed to have a direct effect on the dependent variable.
• The dependent variable is the thing being measured, or the results of the experiment.

Operationalization of variables means making them measurable/quantifiable. We must use operationalization to ensure that variables are in a form that can be easily tested.

For instance, we can’t really measure ‘happiness’, but we can measure how many times a person smiles within a two-hour period. 

By operationalizing variables, we make it easy for someone else to replicate our research. Remember, this is important because we can check if our findings are reliable.

Extraneous variables are all variables which are not independent variable but could affect the results of the experiment.

It can be a natural characteristic of the participant, such as intelligence levels, gender, or age for example, or it could be a situational feature of the environment such as lighting or noise.

Demand characteristics are a type of extraneous variable that occurs if the participants work out the aims of the research study, they may begin to behave in a certain way.

For example, in Milgram’s research , critics argued that participants worked out that the shocks were not real and they administered them as they thought this was what was required of them. 

Extraneous variables must be controlled so that they do not affect (confound) the results.

Randomly allocating participants to their conditions or using a matched pairs experimental design can help to reduce participant variables. 

Situational variables are controlled by using standardized procedures, ensuring every participant in a given condition is treated in the same way

Experimental Design

Experimental design refers to how participants are allocated to each condition of the independent variable, such as a control or experimental group.

• Independent design ( between-groups design ): each participant is selected for only one group. With the independent design, the most common way of deciding which participants go into which group is by means of randomization. 
• Matched participants design : each participant is selected for only one group, but the participants in the two groups are matched for some relevant factor or factors (e.g. ability; sex; age).
• Repeated measures design ( within groups) : each participant appears in both groups, so that there are exactly the same participants in each group.
• The main problem with the repeated measures design is that there may well be order effects. Their experiences during the experiment may change the participants in various ways.
• They may perform better when they appear in the second group because they have gained useful information about the experiment or about the task. On the other hand, they may perform less well on the second occasion because of tiredness or boredom.
• Counterbalancing is the best way of preventing order effects from disrupting the findings of an experiment, and involves ensuring that each condition is equally likely to be used first and second by the participants.

If we wish to compare two groups with respect to a given independent variable, it is essential to make sure that the two groups do not differ in any other important way. 

Experimental Methods

All experimental methods involve an iv (independent variable) and dv (dependent variable)..

• Field experiments are conducted in the everyday (natural) environment of the participants. The experimenter still manipulates the IV, but in a real-life setting. It may be possible to control extraneous variables, though such control is more difficult than in a lab experiment.
• Natural experiments are when a naturally occurring IV is investigated that isn’t deliberately manipulated, it exists anyway. Participants are not randomly allocated, and the natural event may only occur rarely.

Case studies are in-depth investigations of a person, group, event, or community. It uses information from a range of sources, such as from the person concerned and also from their family and friends.

Many techniques may be used such as interviews, psychological tests, observations and experiments. Case studies are generally longitudinal: in other words, they follow the individual or group over an extended period of time. 

Case studies are widely used in psychology and among the best-known ones carried out were by Sigmund Freud . He conducted very detailed investigations into the private lives of his patients in an attempt to both understand and help them overcome their illnesses.

Case studies provide rich qualitative data and have high levels of ecological validity. However, it is difficult to generalize from individual cases as each one has unique characteristics.

Correlational Studies

Correlation means association; it is a measure of the extent to which two variables are related. One of the variables can be regarded as the predictor variable with the other one as the outcome variable.

Correlational studies typically involve obtaining two different measures from a group of participants, and then assessing the degree of association between the measures. 

The predictor variable can be seen as occurring before the outcome variable in some sense. It is called the predictor variable, because it forms the basis for predicting the value of the outcome variable.

Relationships between variables can be displayed on a graph or as a numerical score called a correlation coefficient.

• If an increase in one variable tends to be associated with an increase in the other, then this is known as a positive correlation .
• If an increase in one variable tends to be associated with a decrease in the other, then this is known as a negative correlation .
• A zero correlation occurs when there is no relationship between variables.

After looking at the scattergraph, if we want to be sure that a significant relationship does exist between the two variables, a statistical test of correlation can be conducted, such as Spearman’s rho.

The test will give us a score, called a correlation coefficient . This is a value between 0 and 1, and the closer to 1 the score is, the stronger the relationship between the variables. This value can be both positive e.g. 0.63, or negative -0.63.

A correlation between variables, however, does not automatically mean that the change in one variable is the cause of the change in the values of the other variable. A correlation only shows if there is a relationship between variables.

Correlation does not always prove causation, as a third variable may be involved. 

Interview Methods

Interviews are commonly divided into two types: structured and unstructured.

A fixed, predetermined set of questions is put to every participant in the same order and in the same way. 

Responses are recorded on a questionnaire, and the researcher presets the order and wording of questions, and sometimes the range of alternative answers.

The interviewer stays within their role and maintains social distance from the interviewee.

There are no set questions, and the participant can raise whatever topics he/she feels are relevant and ask them in their own way. Questions are posed about participants’ answers to the subject

Unstructured interviews are most useful in qualitative research to analyze attitudes and values.

Though they rarely provide a valid basis for generalization, their main advantage is that they enable the researcher to probe social actors’ subjective point of view. 

Questionnaire Method

Questionnaires can be thought of as a kind of written interview. They can be carried out face to face, by telephone, or post.

The choice of questions is important because of the need to avoid bias or ambiguity in the questions, ‘leading’ the respondent or causing offense.

• Open questions are designed to encourage a full, meaningful answer using the subject’s own knowledge and feelings. They provide insights into feelings, opinions, and understanding. Example: “How do you feel about that situation?”
• Closed questions can be answered with a simple “yes” or “no” or specific information, limiting the depth of response. They are useful for gathering specific facts or confirming details. Example: “Do you feel anxious in crowds?”

Its other practical advantages are that it is cheaper than face-to-face interviews and can be used to contact many respondents scattered over a wide area relatively quickly.

Observations

There are different types of observation methods :

• Covert observation is where the researcher doesn’t tell the participants they are being observed until after the study is complete. There could be ethical problems or deception and consent with this particular observation method.
• Overt observation is where a researcher tells the participants they are being observed and what they are being observed for.
• Controlled : behavior is observed under controlled laboratory conditions (e.g., Bandura’s Bobo doll study).
• Natural : Here, spontaneous behavior is recorded in a natural setting.
• Participant : Here, the observer has direct contact with the group of people they are observing. The researcher becomes a member of the group they are researching.  
• Non-participant (aka “fly on the wall): The researcher does not have direct contact with the people being observed. The observation of participants’ behavior is from a distance

Pilot Study

A pilot  study is a small scale preliminary study conducted in order to evaluate the feasibility of the key s teps in a future, full-scale project.

A pilot study is an initial run-through of the procedures to be used in an investigation; it involves selecting a few people and trying out the study on them. It is possible to save time, and in some cases, money, by identifying any flaws in the procedures designed by the researcher.

A pilot study can help the researcher spot any ambiguities (i.e. unusual things) or confusion in the information given to participants or problems with the task devised.

Sometimes the task is too hard, and the researcher may get a floor effect, because none of the participants can score at all or can complete the task – all performances are low.

The opposite effect is a ceiling effect, when the task is so easy that all achieve virtually full marks or top performances and are “hitting the ceiling”.

Research Design

In cross-sectional research , a researcher compares multiple segments of the population at the same time

Sometimes, we want to see how people change over time, as in studies of human development and lifespan. Longitudinal research is a research design in which data-gathering is administered repeatedly over an extended period of time.

In cohort studies , the participants must share a common factor or characteristic such as age, demographic, or occupation. A cohort study is a type of longitudinal study in which researchers monitor and observe a chosen population over an extended period.

Triangulation means using more than one research method to improve the study’s validity.

Reliability

Reliability is a measure of consistency, if a particular measurement is repeated and the same result is obtained then it is described as being reliable.

• Test-retest reliability :  assessing the same person on two different occasions which shows the extent to which the test produces the same answers.
• Inter-observer reliability : the extent to which there is an agreement between two or more observers.

Meta-Analysis

A meta-analysis is a systematic review that involves identifying an aim and then searching for research studies that have addressed similar aims/hypotheses.

This is done by looking through various databases, and then decisions are made about what studies are to be included/excluded.

Strengths: Increases the conclusions’ validity as they’re based on a wider range.

Weaknesses: Research designs in studies can vary, so they are not truly comparable.

Peer Review

A researcher submits an article to a journal. The choice of the journal may be determined by the journal’s audience or prestige.

The journal selects two or more appropriate experts (psychologists working in a similar field) to peer review the article without payment. The peer reviewers assess: the methods and designs used, originality of the findings, the validity of the original research findings and its content, structure and language.

Feedback from the reviewer determines whether the article is accepted. The article may be: Accepted as it is, accepted with revisions, sent back to the author to revise and re-submit or rejected without the possibility of submission.

The editor makes the final decision whether to accept or reject the research report based on the reviewers comments/ recommendations.

Peer review is important because it prevent faulty data from entering the public domain, it provides a way of checking the validity of findings and the quality of the methodology and is used to assess the research rating of university departments.

Peer reviews may be an ideal, whereas in practice there are lots of problems. For example, it slows publication down and may prevent unusual, new work being published. Some reviewers might use it as an opportunity to prevent competing researchers from publishing work.

Some people doubt whether peer review can really prevent the publication of fraudulent research.

The advent of the internet means that a lot of research and academic comment is being published without official peer reviews than before, though systems are evolving on the internet where everyone really has a chance to offer their opinions and police the quality of research.

Types of Data

• Quantitative data is numerical data e.g. reaction time or number of mistakes. It represents how much or how long, how many there are of something. A tally of behavioral categories and closed questions in a questionnaire collect quantitative data.
• Qualitative data is virtually any type of information that can be observed and recorded that is not numerical in nature and can be in the form of written or verbal communication. Open questions in questionnaires and accounts from observational studies collect qualitative data.
• Primary data is first-hand data collected for the purpose of the investigation.
• Secondary data is information that has been collected by someone other than the person who is conducting the research e.g. taken from journals, books or articles.

Validity means how well a piece of research actually measures what it sets out to, or how well it reflects the reality it claims to represent.

Validity is whether the observed effect is genuine and represents what is actually out there in the world.

• Concurrent validity is the extent to which a psychological measure relates to an existing similar measure and obtains close results. For example, a new intelligence test compared to an established test.
• Face validity : does the test measure what it’s supposed to measure ‘on the face of it’. This is done by ‘eyeballing’ the measuring or by passing it to an expert to check.
• Ecological validit y is the extent to which findings from a research study can be generalized to other settings / real life.
• Temporal validity is the extent to which findings from a research study can be generalized to other historical times.

Features of Science

• Paradigm – A set of shared assumptions and agreed methods within a scientific discipline.
• Paradigm shift – The result of the scientific revolution: a significant change in the dominant unifying theory within a scientific discipline.
• Objectivity – When all sources of personal bias are minimised so not to distort or influence the research process.
• Empirical method – Scientific approaches that are based on the gathering of evidence through direct observation and experience.
• Replicability – The extent to which scientific procedures and findings can be repeated by other researchers.
• Falsifiability – The principle that a theory cannot be considered scientific unless it admits the possibility of being proved untrue.

Statistical Testing

A significant result is one where there is a low probability that chance factors were responsible for any observed difference, correlation, or association in the variables tested.

If our test is significant, we can reject our null hypothesis and accept our alternative hypothesis.

If our test is not significant, we can accept our null hypothesis and reject our alternative hypothesis. A null hypothesis is a statement of no effect.

In Psychology, we use p < 0.05 (as it strikes a balance between making a type I and II error) but p < 0.01 is used in tests that could cause harm like introducing a new drug.

A type I error is when the null hypothesis is rejected when it should have been accepted (happens when a lenient significance level is used, an error of optimism).

A type II error is when the null hypothesis is accepted when it should have been rejected (happens when a stringent significance level is used, an error of pessimism).

Ethical Issues

• Informed consent is when participants are able to make an informed judgment about whether to take part. It causes them to guess the aims of the study and change their behavior.
• To deal with it, we can gain presumptive consent or ask them to formally indicate their agreement to participate but it may invalidate the purpose of the study and it is not guaranteed that the participants would understand.
• Deception should only be used when it is approved by an ethics committee, as it involves deliberately misleading or withholding information. Participants should be fully debriefed after the study but debriefing can’t turn the clock back.
• All participants should be informed at the beginning that they have the right to withdraw if they ever feel distressed or uncomfortable.
• It causes bias as the ones that stayed are obedient and some may not withdraw as they may have been given incentives or feel like they’re spoiling the study. Researchers can offer the right to withdraw data after participation.
• Participants should all have protection from harm . The researcher should avoid risks greater than those experienced in everyday life and they should stop the study if any harm is suspected. However, the harm may not be apparent at the time of the study.
• Confidentiality concerns the communication of personal information. The researchers should not record any names but use numbers or false names though it may not be possible as it is sometimes possible to work out who the researchers were.

• DOI: 10.54517/esp.v9i1.1910
• Corpus ID: 265489286

Psychodrama and eco-anxiety—A case study

• Paolo Raile
• Published in Environment and Social… 27 November 2023

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Psychological Research MSc

Awards: MSc

Study modes: Full-time, Part-time

Funding opportunities

Upcoming Introduction to Postgraduate Study session

Join us on the 26th June to learn more about studying at the University of Edinburgh.

Find out more and register

Programme description

This programme provides an opportunity for intensive advanced training in psychological research while giving you flexibility to select courses in the areas of psychology and cognitive neuroscience of most interest to you.

In addition to advanced training in general academic skills and statistical modelling, you will be trained in a variety of specific methodologies, typically including:

• brain imaging
• neurodisruption
• eyetracking
• clinical case analysis
• psychometric modelling
• discourse analysis

Key research areas

Building on the research methods training, you will take topical courses in one or more of the core research areas of our department: social psychology, cognitive neuropsychology, individual differences, psychology of language, and human development.

Your MSc culminates in a research dissertation in a core research area: an original, publication-quality piece of research, undertaken in close collaboration with researchers in the relevant group.

Psychology is rated 3rd in the UK by Times Higher Education for the quality and breadth of the research using the latest Research Excellence Framework (REF 2021).

What will I learn?

You will take courses on the theoretical and methodological aspects of psychological science and conduct an original research dissertation in your area of interest.

You will receive thorough training in advanced academic skills and research methods within psychology, including a comprehensive coverage of statistical modelling and research design using the R statistical language.

Is this MSc for me?

This programme teaches you core research methods and specialist techniques, and you can flexibly choose optional courses to customise your learning in areas you are most passionate about.

It provides excellent preparation for further psychological research, whether you choose to pursue this in a professional setting or as part of a PhD programme. So whether you want to continue in academic research or move into professional training in psychology, this programme is for you.

Reputation, relevance and employability

The University of Edinburgh has a long tradition of research expertise in psychological research. Our large Psychology department is home to academics leading research in the field.

You will benefit from the breadth and strength of the interdisciplinary academic community at Edinburgh, having the opportunity to select option courses and attend research seminars across different disciplines.

Our students’ research projects are often published in academic or professional journals.

Our programme has an excellent reputation amongst employers and educators. Many of our graduates have gone onto PhD training and academic careers, or advanced professional training in psychology.

We maintain close contacts with professional organisations such as the British Psychological Society (BPS).

• Find out more about our community

The School of Philosophy, Psychology and Language Sciences is home to a large, supportive and active student community, hosting events and activities you can join in with throughout the year. As a postgraduate student, you will have access to a range of research resources and projects, state of the art facilities, research, seminars and reading groups.

Programme structure

This programme comprises two semesters of taught core and optional courses followed by a dissertation.

The taught courses and their assessments take place between September and December (Semester 1) and January and April (Semester 2). Planning for the dissertation will take place before April, and it is carried out between April and August.

Core courses

The core courses cover advanced research skills (how to plan for, conduct, publish and communicate research), statistics and qualitative research methods, and provide a grounding in computer programming using the R language.

Semester 1 core courses

• Psychological Research Skills - General advanced research methodology
• Univariate Statistics and Methodology using R - Introduction to R and statistical models

Semester 2 core courses

• Multivariate Statistics and Methodology using R – Advanced statistical modelling
• Qualitative Methodologies in Psychological Research Methods

Optional courses

The optional course can be selected to tailor the programme to your interests. These are normally selected from the core research areas of Psychology, but may also be selected from associated areas such as linguistics or informatics. Examples of optional courses are:

• Brain Imaging in Cognitive Neuroscience
• Clinical Neuropsychology
• Psychology of Language
• Neuroscience of Language
• Applied Psychometrics
• Any other course open to MSc students subject to approval from the programme director

Dissertation

The dissertation involves conducting an empirical research project in close collaboration with an expert supervisor, sometimes also working with fellow MSc students.

You will produce a written report, similar to an academic journal article. Indeed, some dissertations are published as journal articles.

You should liaise with potential supervisors and determine your choice of topic in the months before April. It is useful to start thinking about dissertation topics and supervisors early if possible. The empirical work and writing takes place between April and August and it is due in August.

The dissertation can be based on data collected by the student or existing datasets (e.g., from large cohort studies, biobanks or other projects).

How will I learn?

Most courses are taught through lectures, and some include seminars/tutorials and practical sessions. The number of contact hours and the teaching format will depend to some extent on the option courses chosen.

After classes finish in April, you will spend all your time working independently on coursework, exam revision and on your dissertation. When you carry out your supervised dissertation research, you will receive guidance from your supervisor through one-to-one meetings, comments on written work and email communication.

Learning outcomes

This programme provides you with a range of knowledge and skills to prepare you for a variety of career paths. On successful completion of this programme, you will have gained:

• an understanding of advanced topics, methodologies and issues in the areas of psychological science that are of most interest to you
• an understanding of the basic and advanced principles of research design and application
• competency in applying a range of methods and research tools, including statistical models and programming
• skills in research management, including managing data and conducting and disseminating research in ways consistent with both professional practice and the normal principles of research ethics
• transferable skills in written and verbal communication, group and teamwork, computing, programming and numeracy, time and project management
• the ability to work as an independent researcher and as part of a team

Career opportunities

The programme is primarily designed for students who aspire to pursue a research-oriented career in psychological science. However, students interested in careers outside research will obtain a broad range of highly desirable transferable skills applicable to a wide range of modern jobs, such as:

• research design
• data science
• data management and processing
• critical evaluation and synthesis of scientific literature
• statistical modelling and interpretation
• synthesis and communication of complex ideas
• Careers Service

Our award-winning Careers Service plays an essential part in your wider student experience at the University, providing:

• tailored advice
• individual guidance and personal assistance
• internships and networking opportunities (with employers from local organisations to top multinationals)
• access to the experience of our worldwide alumni network

We invest in your future beyond the end of your degree. Studying at the University of Edinburgh will lay the foundations for your future success, whatever shape that takes.

Important application information

Your application and personal statement allow us to make sure that you and your chosen MSc are good matches for each other, and that you will have a productive and successful year at Edinburgh.

We strongly recommend you apply as early as possible. You should avoid applying to more than one degree. Applicants who can demonstrate their understanding and commitment to a specific programme are preferred. If you plan to apply to more than one programme, you should discuss your choices with us before you submit your application.

Personal statements

When applying you should include a personal statement detailing your academic abilities and your reasons for applying for the programme

The personal statement helps us decide whether you are right for the MSc programme you have selected, but just as importantly, it helps us decide whether the MSc programme is right for you.

Your personal statement should include:

• What makes this particular MSc programme interesting for you?
• What are the most important things you want to gain from the MSc programme?
• The key courses you have taken and that are relevant for this specific programme.
• Your experience with collecting empirical data (e.g., preparing and carrying out experiments, surveys or interviews).
• Your experience with statistical analysis and programming or qualitative research methods.
• Your experience with writing empirical research reports (including any that have been published).
• Any other information which you feel will help us ensure that you are a good match to your intended MSc programme.

A good personal statement can make a big difference to the admissions process as it may be the only opportunity to explain why you are an ideal candidate for the programme.

You will be asked to add contact details for your referees. We will email them with information on how to upload their reference directly to your online application. Alternatively, they can email their comments to:

• [email protected]

Find out more about the general application process for postgraduate programmes:

• How to apply

Psychology at Edinburgh

Entry requirements.

These entry requirements are for the 2024/25 academic year and requirements for future academic years may differ. Entry requirements for the 2025/26 academic year will be published on 1 Oct 2024.

A UK 2:1 honours degree, or its international equivalent, in psychology or a related discipline.

We may also consider candidates with a UK 2:1 honours degree, or its international equivalent, in a non-psychology subject if they can demonstrate evidence of their aptitude for research or research methods.

Students from China

This degree is Band C.

• Postgraduate entry requirements for students from China

International qualifications

Check whether your international qualifications meet our general entry requirements:

• Entry requirements by country
• English language requirements

Regardless of your nationality or country of residence, you must demonstrate a level of English language competency at a level that will enable you to succeed in your studies.

English language tests

We accept the following English language qualifications at the grades specified:

• IELTS Academic: total 7.0 with at least 6.5 in each component. We do not accept IELTS One Skill Retake to meet our English language requirements.
• TOEFL-iBT (including Home Edition): total 100 with at least 23 in each component. We do not accept TOEFL MyBest Score to meet our English language requirements.
• C1 Advanced ( CAE ) / C2 Proficiency ( CPE ): total 185 with at least 176 in each component.
• Trinity ISE : ISE III with passes in all four components.
• PTE Academic: total 70 with at least 62 in each component.

Your English language qualification must be no more than three and a half years old from the start date of the programme you are applying to study, unless you are using IELTS , TOEFL, Trinity ISE or PTE , in which case it must be no more than two years old.

Degrees taught and assessed in English

We also accept an undergraduate or postgraduate degree that has been taught and assessed in English in a majority English speaking country, as defined by UK Visas and Immigration:

• UKVI list of majority English speaking countries

We also accept a degree that has been taught and assessed in English from a university on our list of approved universities in non-majority English speaking countries (non-MESC).

• Approved universities in non-MESC

If you are not a national of a majority English speaking country, then your degree must be no more than five years old* at the beginning of your programme of study. (*Revised 05 March 2024 to extend degree validity to five years.)

Find out more about our language requirements:

Fees and costs

Tuition fees, scholarships and funding.

There are a number of highly competitive scholarships and funding options available to MSc students.

Deadlines for funding applications vary for each funding source - please make sure to check the specific deadlines for the funding opportunities you wish to apply for and make sure that you submit your application in good time.

• Drever Trust Scholarship

UK government postgraduate loans

If you live in the UK, you may be able to apply for a postgraduate loan from one of the UK’s governments.

The type and amount of financial support you are eligible for will depend on:

• your programme
• the duration of your studies
• your tuition fee status

Programmes studied on a part-time intermittent basis are not eligible.

• UK government and other external funding

Other funding opportunities

Search for scholarships and funding opportunities:

• Search for funding

Further information

• PPLS Postgraduate Office
• Phone: +44 (0)131 651 5002
• Contact: [email protected]
• Programme Director, Prof Martin Corley
• Phone: +44 (0)131 650 6682
• Contact: [email protected]
• Dugald Stewart Building
• 3 Charles Street
• Central Campus
• School: Philosophy, Psychology & Language Sciences
• College: Arts, Humanities & Social Sciences

This programme is not currently accepting applications. Applications for the next intake usually open in October.

Start date: September

Awards: MSc (12 mth FT, 24 mth PT)

Application deadlines

This MSc programme operates a gathered field approach to applications. This means that all complete applications which meet our minimum entry requirements will be held until the nearest deadline at which point the Admissions Panel will meet to consider all applications received at this time.

Gathered field deadlines for this programme are as follows:

Applications submitted after the deadline date will unfortunately not be considered.

Please read through the ‘Important application information’ section on this page before applying.

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JSmol Viewer

Analysis of brand positioning in online course companies to change consumption patterns—a case study in the personal wellbeing sector.

1. Introduction

2. material and methods, 2.1. surveys, 2.1.1. psychologists and therapists, 2.1.2. potential customers interested in receiving the courses, 2.2. market and competitor analysis, 2.3. swot analysis description, 3. results and discussion, 3.1. the surveys, 3.1.1. professionals, 3.1.2. potential clients, 3.2. market, 3.3. analysis of the competitors.

• Mindvalley University https://www.mindvalley.com/es (accessed on 12 February 2024)
• Masterclass https://www.masterclass.com/ (accessed on 6 February 2024)
• Udemy https://www.udemy.com/ (accessed on 8 February 2024)
• Greater Minds https://www.greaterminds.com (accessed on 15 February 2024); Personal Growth https://personalgrowth.com/ (accessed on 17 February 2024)
• TCCHE https://tcche.org/ (accessed on 18 February 2024)
• Borja Vilaseca https://borjavilaseca.com/ (accessed on 1 March 2024)

Comparative Analysis

3.4. swot analysis, 3.4.1. strengths, 3.4.2. weaknesses, 3.4.3. opportunities, 3.4.4. threats, 3.5. strategies.

• Offensive strategies (FO—using strengths to seize opportunities): Actively promote the unique characteristics of the company’s services on social media and through marketing campaigns.
• Defensive strategies (FA—use strengths to avoid threats): Strengthen the brand by continuously improving the quality of content and user experience using feedback from students to make quick and effective adjustments.
• Reorientation strategies (OD—overcoming weaknesses by taking advantage of opportunities): Expand the base of in-house trainers to avoid dependence on external professionals, thus ensuring greater consistency and quality in courses.
• Survival strategies (DA—minimizing weaknesses and avoiding threats): Implement rigorous quality control and review and improvement processes for course offerings, ensuring that all materials meet industry standards prior to launch.

4. Conclusions

5. limitations, author contributions, institutional review board statement, informed consent statement, data availability statement, conflicts of interest.

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Serrano, B.; Moreno, A.; Díez, F.; Igoa-Iraola, E. Analysis of Brand Positioning in Online Course Companies to Change Consumption Patterns—A Case Study in the Personal Wellbeing Sector. Sustainability 2024 , 16 , 5415. https://doi.org/10.3390/su16135415

Serrano B, Moreno A, Díez F, Igoa-Iraola E. Analysis of Brand Positioning in Online Course Companies to Change Consumption Patterns—A Case Study in the Personal Wellbeing Sector. Sustainability . 2024; 16(13):5415. https://doi.org/10.3390/su16135415

Serrano, Begoña, Antonia Moreno, Fernando Díez, and Elene Igoa-Iraola. 2024. "Analysis of Brand Positioning in Online Course Companies to Change Consumption Patterns—A Case Study in the Personal Wellbeing Sector" Sustainability 16, no. 13: 5415. https://doi.org/10.3390/su16135415

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