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Complexity
Complexity refers to the level of social organization of a particular integrated system under investigation. Complexity means more than just a “complicated” organization or pattern of endeavor. Complex phenomena cannot be understood by examining their constituent parts using simplistic reductions. Complex cases are “alive,” purposeful, dynamic, evolving, spontaneous, adaptable, unpredictable, and self-organized. Dennis Sumara and Brent Davis describe complex cases as having an integrity that transcends their components.
Conceptual Overview and Discussion
To be understood in any profound way, a case must be examined organically, taking into account the complex systems in which it is nested. A “complicated” case, in contrast, can be disassembled, understood with sufficient knowledge of its components, and then reassembled without disturbing its functioning. A strength of the case study approach is its ability to holistically investigate complex social events and to examine broadly based complex systemic sets of causes and effects. Reality is complex, and the case method has the ability to deal with the full variety of evidence that a researcher may collect in order to peek into an intricate and unique social system.
Complexity is also a set of concepts that attempts to describe this intricate and particular level of organization, integrating biological, cognitive, and social dimensions of examination. It is a theoretical perspective and methodological approach to vibrant, complex, and unstable systems, their conditions, interrelationships, and spaces.
Complexity theory contributes several useful theoretical perspectives that can assist researchers employing a case approach. As Robert Stake argues,“issues as conceptual structures” can shape primary research questions in order to direct attention to a case's complexity and contextuality.
- Groups, communities, and organizations are complex adaptive systems: Complex adaptive systems contain “agents,” which can be people, processes, or computer systems. Agents are able to exchange information with their environment and, through this exchange, learn, adapt, and change their behavior. Agents interact on a local level, but such patterns are nonlinear, in that small “causes” may have large effects and large “causes” may have small effects. This theoretical lens encourages researchers to focus on the ongoing evolution of people interacting with elements within their environment.
- Systems are composed of a series of complex responsive processes: This refers to the actions of human bodies as they interact with one another so that a person interacts both with the social and, at the same time, with the self. Because these two interactive dimensions happen at once, individual minds/selves form the social while being formed by the social at the same time. Therefore, the social and the individual are the same phenomenon. This concept calls the researcher's attention to the patterns of relationships and the further patterns of interaction these relationships produce.
- Agents and systems are co-emergent and have co-implicating relationships: Since individuals and the systems they create are continually learning and adapting, and since the social and the self are formed at the same time through complex responsive processes, individuals and systems are intimately connected and coevolve, mutually influencing their growth and development. Though cases are, as Stake suggests, generally bounded systems, this theoretical perspective highlights the unique reciprocal, interactive exchanges between active agents and the environments in which they are embedded, and the difficulty of definitively stating where the case ends and the environment or context begins.
Application
Complexity theory contends that only a partial view of any system can be captured. A researcher using a case approach must attend to the conditions in which the system emerges and make sense of the living experiences of interaction. Systems do have elements, but it is the interdependencies and interactions among the elements that create the unique and particular whole. So the researcher using complexity needs to examine and illuminate the interrelationships and interdependencies among the elements, including individuals, processes, and forms of communication, as well as the unity of the system itself.
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- Academic Disciplines
- 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
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- Case Study With the Elderly
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- Case Selection
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- Caseto-Case Synthesis
- Comparative Case Study
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- Cross-Sectional Design
- Decision Making Under Uncertainty
- Deductive–Nomological Model of Explanation
- Deviant Case Analysis
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- Dissertation Proposal
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- Most Different Systems Design
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- Number of Cases
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- Paradigm Plurality in Case Study Research
- Paradigmatic Cases
- Participatory Action Research
- Participatory Case Study
- Polar Types
- Problem Formulation
- Quantitative Single-Case Research Design
- Quasiexperimental Design
- Quick Start to Case Study Research
- Random Assignment
- Research Framework
- Research Objectives
- Research Proposals
- Research Questions, Types of
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- Sampling
- Socially Distributed Knowledge
- Spiral Case Study
- Statistics, Use of in Case Study
- Storyselling
- Temporal Bracketing
- Thematic Analysis
- Theory-Testing With Cases
- Theory, Role of
- Utilization
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- Conceptual Issues
- Verstehen
- Agency
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- Author Intentionality
- Case Study and Theoretical Science
- Contentious Issues in Case Study Research
- Cultural Sensitivity and Case Study
- Dissertation Proposal
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- Objectivism
- Othering
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- Pluralism and Case Study
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- Terroir
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- Abduction
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- Bricoleur
- Caseto-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 (ComputerAssisted 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
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- Multicollinearity
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- Rival Explanations
- Secondary Data as Primary
- Serendipity Pattern
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- Standpoint Analysis
- Statistical Analysis
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- Textual Analysis
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- Use of Digital Data
- Utilization
- Webs of Significance
- Within-Case Analysis
- Data Collection
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- Analysis of Visual Data
- Anonymity and Confidentiality
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- 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
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- Participatory Action Research
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- Personality Tests
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- Questionnaires
- Reflexivity
- Regulating Group Mind
- Reliability
- Repeated Observations
- Researcher–Participant Relationship
- ReUse of Qualitative Data
- Sensitizing Concepts
- Subject Rights
- Subjectivism
- Theoretical Saturation
- Triangulation
- Use of Digital Data
- Utilization
- Visual Research Methods
- Methodological Approaches
- Writing and Difference
- 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
- Eurocentricism
- Families
- Formative Context
- Frame Analysis
- Front Stage and Back Stage
- Gendering
- Genealogy
- Governmentality
- Grounded Theory
- Hermeneutics
- Hybridity
- Imperialism
- Institutional Theory, New and Old
- 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 Studies
- Qualitative Comparative Analysis
- Quantitative Single-Case Research Design
- Quick Start to Case Study Research
- Self-Confrontation Method
- Self-Presentation
- Sensemaking
- Sexuality
- Sign System
- Signifier and Signified
- Simulacrum
- Social-Interaction Theory
- Storytelling
- Structuration
- Symbolic Value
- Symbolic Violence
- Thick Description
- Theoretical Traditions
- 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
- Theory Development and Contributions from Case Study Research
- Analytic Generalization
- Audience
- Authenticity
- Concatenated Theory
- Conceptual Argument
- Conceptual Model in a Qualitative Research Project
- Conceptual Model in a Quantitative Research Project
- Conceptual Model: Causal Model
- Conceptual Model: Operationalization
- 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
- Types of Case Study Research
- ANTi-History
- Case Studies 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 Models
- Prospective Case Study
- RealTime Cases
- Retrospective Case Study
- ReUse of Qualitative Data
- Single-Case Designs
- Spiral Case Study
- Storyselling
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