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Qualitative Analysis in Case Study
Case study research produces vast amounts of data. This implies that qualitative data analysis of case studies is complex and requires flexibility, experience, and skill. This entry applies the concept of triangulation—conventionally defined as the application of multiple methods in one study—to qualitative data analysis in order to strengthen the depth and breadth of case study findings.
Conceptual Overview and Discussion
In qualitative research, data can come from many different sources, such as observational field notes, interview transcripts, written documents of all sorts, research diaries, photographs, videos, and material objects. These raw data comprise large quantities of textual, visual, and audio files. To enable the researcher to present the findings and answer the research questions, these data need to be systematically dissected, rearranged, organized, and interpreted. Data analysis, then, consists of reduction and reconstruction in a continuous, ongoing process. In qualitative case studies the interest is intrinsic: The researcher is aiming to understand what is important in a case from within, as opposed to from the perspective of outsiders, such as fellow researchers.
The major strength of the case study design is the opportunity to use many different sources of evidence. This use of multiple methods is conventionally defined as triangulation. In our view, triangulation is a useful concept not only for data collection but also for data analysis. Before presenting the characteristics of various strategies for qualitative data analysis within case studies, this entry discusses the idea of multiple triangulation within a case study.
Multiple Triangulation
By combining methods in the same study a researcher can partially overcome or counterbalance the deficiencies and biases that flow from single methodologies. Robert Yin claims that the most important advantage presented by using multiple sources of evidence is the development of converging lines of inquiry. Any conclusion in a case study is likely to be more convincing if it is based on several different sources of information.
Norman Denzin, in his 1989 book, distinguishes four types of triangulation, an approach he termed multiple triangulation: (1) data triangulation, (2) investigator triangulation, (3) theory triangulation, and (4) method triangulation. Judith Kimchi, Barbara Polivka, and Joanne S. Stephenson add a fifth type: analysis triangulation, and Matthew Miles and Michael Huberman made a further distinction between data source triangulation and data type triangulation. The following list provides more detail on all types of triangulation.
- Data source triangulation: Data are gathered through several sampling strategies, at different moments in time, in different social situations (space), and with a variety of persons.
- Investigator triangulation: More than one researcher is involved in a research project.
- Theory triangulation: More than one theoretical position is used to collect and interpret data.
- Methodological triangulation: More than one method is used to gather data (e.g., interviewing, participant observation filming).
- Data type triangulation: Several types of data are used to understand the case or cases at hand. These can include interview transcripts, visual data, and official statistics and are a result of the triangulation of methods.
- Analysis triangulation: Several separate analytic techniques are used to validate meaning in the data set. Analysis triangulation can also involve multiple units and levels of analysis (e.g., individuals, families, settings). The combination of analytic techniques enhances the breadth and depth of what researchers see in their data.
Multiple triangulation is a way to confirm the breadth and accuracy of the data set and its interpretation. It may be conceptualized as a means of achieving convergent validity, as Yin did. However, confirmation is not always, or necessarily, the outcome of triangulation. When one is studying complex social phenomena, multiple strategies combined may address unique angles or contribute different viewpoints. Therefore, triangulation cannot increase validity in the sense of pursuing objective truth; instead, it adds to the investigator's depth and breadth of understanding of a phenomenon, as Denzin shows in citing data from Fielding and Fielding's 1986 publication. Triangulation is thus seen as a means of enhancing the completeness of the findings, rendering a more in depth understanding.
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- Case Study Research in Anthropology
- Case Study Research in Business and Management
- Case Study Research in Business Ethics
- Case Study Research in Education
- Case Study Research in Feminism
- Case Study Research in Medicine
- Case Study Research in Political Science
- Case Study Research in Psychology
- Case Study Research in Public Policy
- Case Study Research in Tourism
- Case Study With the Elderly
- Ecological Perspectives
- Healthcare Practice Guidelines
- Pedagogy and Case Study
- Before-and-After Case Study Design
- Blended Research Design
- Bounding the Case
- Case Selection
- Case-to-Case Synthesis
- Case Within a Case
- Comparative Case Study
- Critical Incident Case Study
- Cross-Sectional Design
- Decision Making Under Uncertainty
- Deductive-Nomological Model of Explanation
- Deviant Case Analysis
- Discursive Frame
- Dissertation Proposal
- Ethics
- Event-Driven Research
- Exemplary Case Design
- Extended Case Method
- Extreme Cases
- Healthcare Practice Guidelines
- Holistic Designs
- Hypothesis
- Integrating Independent Case Studies
- Juncture
- Longitudinal Research
- Mental Framework
- Mixed Methods in Case Study Research
- Most Different Systems Design
- Multimedia Case Studies
- Multiple-Case Designs
- Multi-Site Case Study
- Naturalistic Inquiry
- Natural Science Model
- Number of Cases
- Outcome-Driven Research
- Paradigmatic Cases
- Paradigm Plurality in Case Study Research
- Participatory Action Research
- Participatory Case Study
- Polar Types
- Problem Formulation
- Quantitative Single-Case Research Design
- Quasi-Experimental Design
- Quick Start to Case Study Research
- Random Assignment
- Research Framework
- Research Objectives
- Research Proposals
- Research Questions, Types of Retrospective Case Study
- Rhetoric in Research Reporting
- Sampling
- Socially Distributed Knowledge
- Spiral Case Study
- Statistics, Use of in Case Study
- Storyselling
- Temporal Bracketing
- Thematic Analysis
- Theory, Role of
- Theory-Testing With Cases
- Utilization
- Validity
- Agency
- Alienation
- Authenticity and Bad Faith
- Author Intentionality
- Case Study and Theoretical Science
- Contentious Issues in Case Study Research
- Cultural Sensitivity and Case Study
- Dissertation Proposal
- Ecological Perspectives
- Ideology
- Masculinity and Femininity
- Objectivism
- Othering
- Patriarchy
- Pluralism and Case Study
- Power
- Power/Knowledge
- Pragmatism
- Researcher as Research Tool
- Terroir
- Utilitarianism
- Verstehen
- Abduction
- Bayesian Inference and Boolean Logic
- Bricoleur
- Case-to-Case Synthesis
- Causal Case Study: Explanatory Theories
- Chronological Order
- Coding: Axial Coding
- Coding: Open Coding
- Coding: Selective Coding
- Cognitive Biases
- Cognitive Mapping
- Communicative Framing Analysis
- Complexity
- Computer-Based Analysis of Qualitative Data: ATLAS.ti
- Computer-Based Analysis of Qualitative Data: CAITA (Computer-Assisted Interpretive Textual Analysis)
- Computer-Based Analysis of Qualitative Data: Kwalitan
- Computer-Based Analysis of Qualitative Data: MAXQDA 2007
- Computer-Based Analysis of Qualitative Data: NVIVO
- Concept Mapping
- Congruence Analysis
- Constant Causal Effects Assumption
- Content Analysis
- Conversation Analysis
- Cross-Case Synthesis and Analysis
- Decision Making Under Uncertainty
- Document Analysis
- Factor Analysis
- Fiction Analysis
- High-Quality Analysis
- Inductivism
- Interactive Methodology, Feminist
- Interpreting Results
- Iterative
- Iterative Nodes
- Knowledge Production
- Method of Agreement
- Method of Difference
- Multicollinearity
- Multidimensional Scaling
- Over-Rapport
- Pattern Matching
- Re-Analysis of Previous Data
- Regulating Group Mind
- Relational Analysis
- Replication
- Re-Use of Qualitative Data
- Rival Explanations
- Secondary Data as Primary
- Serendipity Pattern
- Situational Analysis
- Standpoint Analysis
- Statistical Analysis
- Storyselling
- Temporal Bracketing
- Textual Analysis
- Thematic Analysis
- Use of Digital Data
- Utilization
- Webs of Significance
- Within-Case Analysis
- Action-Based Data Collection
- Analysis of Visual Data
- Anonymity and Confidentiality
- Anonymizing Data for Secondary Use
- Archival Records as Evidence
- Audiovisual Recording
- Autobiography
- Case Study Database
- Case Study Protocol
- Case Study Surveys
- Consent, Obtaining Participant
- Contextualization
- Critical Pedagogy and Digital Technology
- Cultural Sensitivity and Case Study
- Data Resources
- Depth of Data
- Diaries and Journals
- Direct Observation as Evidence
- Discourse Analysis
- Documentation as Evidence
- Ethnostatistics
- Fiction Analysis
- Field Notes
- Field Work
- Going Native
- Informant Bias
- Institutional Ethnography
- Interviews
- Iterative Nodes
- Language and Cultural Barriers
- Multiple Sources of Evidence
- Narrative Analysis
- Narratives
- Naturalistic Context
- Nonparticipant Observation
- Objectivity
- Over-Rapport
- Participant Observation
- Participatory Action Research
- Participatory Case Study
- Personality Tests
- Problem Formulation
- Questionnaires
- Reflexivity
- Regulating Group Mind
- Reliability
- Repeated Observations
- Researcher-Participant Relationship
- Re-Use of Qualitative Data
- Sensitizing Concepts
- Subjectivism
- Subject Rights
- Theoretical Saturation
- Triangulation
- Use of Digital Data
- Utilization
- Visual Research Methods
- Activity Theory
- Actor-Network Theory
- ANTi-History
- Autoethnography
- Base and Superstructure
- Case Study as a Methodological Approach
- Character
- Class Analysis
- Closure
- Codifying Social Practices
- Communicative Action
- Community of Practice
- Comparing the Case Study With Other Methodologies
- Consciousness Raising
- Contradiction
- Critical Discourse Analysis
- Critical Sensemaking
- Dasein
- Decentering Texts
- Deconstruction
- Dialogic Inquiry
- Discourse Ethics
- Double Hermeneutic
- Dramaturgy
- Ethnographic Memoir
- Ethnography
- Ethnomethodology
- Eurocentrism
- Families
- Formative Context
- Frame Analysis
- Front Stage and Back Stage
- Gendering
- Genealogy
- Governmentality
- Grounded Theory
- Hermeneutics
- Hybridity
- Imperialism
- Institutional Theory, Old and New
- Intertextuality
- Isomorphism
- Langue and Parôle
- Layered Nature of Texts
- Life History
- Logocentrism
- Management of Impressions
- Means of Production
- Metaphor
- Modes of Production
- Multimethod Research Program
- Multiple Selfing
- Native Points of View
- Negotiated Order
- Network Analysis
- One-Dimensional Culture
- Ordinary Troubles
- Organizational Culture
- Paradigm Plurality in Case Study Research
- Performativity
- Phenomenology
- Practice-Oriented Research
- Praxis
- Primitivism
- Qualitative Analysis in Case Study
- Qualitative Comparative Analysis
- Quantitative Single-Case Research Design
- Quick Start to Case Study Research
- Self-Confrontation Method
- Self-Presentation
- Sensemaking
- Sexuality
- Signifier and Signified
- Sign System
- Simulacrum
- Social-Interaction Theory
- Storytelling
- Structuration
- Symbolic Value
- Symbolic Violence
- Thick Description
- Writing and Difference
- Case Study and Theoretical Science
- Chicago School
- Colonialism
- Constructivism
- Critical Realism
- Critical Theory
- Dialectical Materialism
- Epistemology
- Existentialism
- Families
- Formative Context
- Frame Analysis
- Historical Materialism
- Interpretivism
- Liberal Feminism
- Managerialism
- Modernity
- North American Case Research Association
- Ontology
- Paradigm Plurality in Case Study Research
- Philosophy of Science
- Pluralism and Case Study
- Postcolonialism
- Postmodernism
- Postpositivism
- Poststructuralism
- Poststructuralist Feminism
- Radical Empiricism
- Radical Feminism
- Reality
- Scientific Method
- Scientific Realism
- Socialist Feminism
- Symbolic Interactionism
- Analytic Generalization
- Audience
- Authenticity
- Concatenated Theory
- Conceptual Argument
- Conceptual Model: Causal Model
- Conceptual Model: Operationalization
- Conceptual Model in a Qualitative Research Project
- Conceptual Model in a Quantitative Research Project
- Contribution, Theoretical
- Credibility
- Docile Bodies
- Equifinality
- Experience
- Explanation Building
- Extension of Theory
- Falsification
- Functionalism
- Generalizability
- Genericization
- Indeterminacy
- Indexicality
- Instrumental Case Study
- Macrolevel Social Mechanisms
- Middle-Range Theory
- Naturalistic Generalization
- Overdetermination
- Plausibility
- Probabilistic Explanation
- Process Tracing
- Program Evaluation and Case Study
- Reporting Case Study Research
- Rhetoric in Research Reporting
- Statistical Generalization
- Substantive Theory
- Theory-Building With Cases
- Theory-Testing With Cases
- Underdetermination
- ANTi-History
- Case Study as a Teaching Tool
- Case Study in Creativity Research
- Case Study Research in Tourism
- Case Study With the Elderly
- Collective Case Study
- Configurative-Ideographic Case Study
- Critical Pedagogy and Digital Technology
- Diagnostic Case Study Research
- Explanatory Case Study
- Exploratory Case Study
- Inductivism
- Institutional Ethnography
- Instrumental Case Study
- Intercultural Performance
- Intrinsic Case Study
- Limited-Depth Case Study
- Multimedia Case Studies
- Participatory Action Research
- Participatory Case Study
- Pluralism and Case Study
- Pracademics
- Processual Case Research
- Program Evaluation and Case Study
- Program-Logic Model
- Prospective Case Study
- Real-Time Cases
- Retrospective Case Study
- Re-Use of Qualitative Data
- Single-Case Designs
- Spiral Case Study
- Storyselling
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