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Visual Data Displays
Visual data displays include tables, figures, and other graphic presentations that assist readers in gaining insights into decisions that were made during the course of a research project. These visual data displays reveal the processes and methods that were used in data collection and analysis, and they contribute significantly to the credibility of the research. This entry addresses some of the strategies that have been employed for assessing the methodological rigor and analytic defensibility of qualitative research. As used here, rigor is defined as the attempt to make data and explanatory schemes as public and replicable as possible.
Background
Criticism from both inside and outside sources, as well as the proliferation of qualitative methods in educational research, has led to considerable controversy about standards for the design and conduct of qualitative research. Discussions regarding these standards have failed to address one very important dilemma—questions concerning the credibility and status of qualitative inquiry as related to the privatization of this type of analysis. In short, the basic premise involves how researchers account for and disclose their approach to all aspects of the research process. Central to this premise are the core elements of classical science—replicability and refutability.
Three observations form the basis for this call for public disclosure of decisions made during the conduct of research. First, what exactly does it mean when a researcher writes that “themes emerged”? Readers are expected to take the word of the researcher that he or she did a credible job in data analysis—that the themes that were developed and reported actually have some congruence (verisimilitude) with the reality of the phenomenon studied. Typically, little if any evidence is provided for readers to assess the development of the findings that are offered.
Second, although triangulation, member checks, and other qualitative techniques are mentioned frequently in design or methods sections of research articles, rarely is there evidence of exactly how these were achieved. They are invoked as if magical incantations, and readers must simply believe and trust the researcher—a leap of faith that is sometimes hard to accomplish. Many qualitative researchers will note that they used triangulation to increase the reliability of their research findings. Unfortunately, usually little if any evidence of this is found in the data analysis presented. Results of member checks are rarely reported, and where multiple sources of data are used, the data that are presented do not always adequately represent all of the data sources.
Third, rarely are readers privy to the protocols that are used to collect data. For example, many authors do not provide readers with the interview questions or any hint of those questions. Typically, the analysis that is presented actually leads readers to wonder what the data collection protocols included.
These three observations have led to the conclusion that, in all the discussions of validity in qualitative research, there is one major element missing—the public disclosure of processes. One way in which to achieve this public disclosure is through the creation and inclusion of visual data displays either in the body of the research report or in an appendix. Good qualitative research shows the hand and opens the mind of the investigator to his or her readers. The efforts to do this might not always be successful, but there should be clear paths indicating the attempt has been made.
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- Approaches and Methodologies
- A/r/tography
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- Playbuilding
- Portraiture
- Program Evaluation
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- Readers Theater
- Social Justice
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- A/r/tography
- Aesthetics
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- Arts-Based Research
- Arts-Informed Research
- Audience
- Autobiography
- Bricolage and Bricoleur
- Collage
- Connoisseurship
- Critical Arts-Based Inquiry
- Dance in Qualitative Research
- Dramaturgy
- Ethnodrama
- Ethnopoetics
- Fictional Writing
- Film and Video in Qualitative Research
- Literature in Qualitative Research
- Memoirs
- Multimedia in Qualitative Research
- Music in Qualitative Research
- Performance Ethnography
- Photographs in Qualitative Research
- Photonovella and Photovoice
- Place/Space in Qualitative Research
- Playbuilding
- Poetry in Qualitative Research
- Portraiture
- Readers Theater
- Researcher as Artist
- Resonance
- Storytelling
- Theatre of the Oppressed
- Transformational Methods
- Vignettes
- Visual Ethnography
- Visual Narrative Inquiry
- Visual Research
- Associations, Centers, and Institutes
- Computer-Assisted Data Analysis
- Data Analysis
- Abduction
- Analytic Induction
- Artifact Analysis
- ATLAS.ti (Software)
- Audience Analysis
- Auditing
- Axial Coding
- Bricolage and Bricoleur
- Categories
- Categorization
- Co-Constructed Narrative
- Codes and Coding
- Coding Frame
- Collage
- Comparative Analysis
- Computer-Assisted Data Analysis
- Concept Mapping
- Conceptual Ordering
- Constant Comparison
- Content Analysis
- Context and Contextuality
- Context-Centered Knowledge
- Conversation Analysis
- Core Category
- Counternarrative
- Creative Writing
- Critical Discourse Analysis
- Cultural Context
- Data
- Data Analysis
- Data Management
- Data Saturation
- Deduction
- Descriptive Statistics
- Diction (Software)
- Discourse
- Discourse Analysis
- Discovery
- Discursive Practice
- Diversity Issues
- Document Analysis
- Embodied Knowledge
- Emergent Themes
- Emic/Etic Distinction
- Emotions in Qualitative Research
- Essence
- Ethnograph (Software)
- Ethnographic Content Analysis
- Ethnostatistics
- Evaluation Criteria
- Everyday Life
- Experiential Knowledge
- Explanation
- Exploratory Data Analysis
- Findings
- Foucauldian Discourse Analysis
- Framework (Software)
- Gender Issues
- Grounded Theory
- Heteroglossia
- Historical Context
- Historical Discourse Analysis
- Horizonalization
- HyperRESEARCH (Software)
- Imagination in Qualitative Research
- In Vivo Coding
- Indexicality
- Induction
- Interpretation
- Intertextuality
- Knowledge
- Liminal Perspective
- Literature Review
- Lived Experience
- Marginalization
- MAXqda (Software)
- Meaning
- Membership Categorization Device Analysis (MCDA)
- Memos and Memoing
- Meta-Analysis
- Meta-Narrative
- Meta-Synthesis
- Metaphor
- Narrative Analysis
- Narrative Genre Analysis
- Negative Case Analysis
- Nonverbal Communication
- NVivo (Software)
- Open Coding
- Otherness
- Peer Review
- Perception
- Photonovella and Photovoice
- Power
- Psychological Generalization
- Qualrus (Software)
- Rapid Assessment Process
- Reconstructive Analysis
- Recursivity
- Reflexivity
- Research Diaries and Journals
- Research Literature
- Researcher as Artist
- Researcher as Instrument
- Researcher Sensitivity
- Response Groups
- Rhythmanalysis
- Rigor in Qualitative Research
- Secondary Analysis
- Selective Coding
- Situatedness
- Social Context
- Social Network Analysis
- SuperHyperQual (Software)
- Systematic Sociological Introspection
- Tacit Knowledge
- TextQuest (Software)
- Textual Analysis
- Thematic Coding and Analysis
- Themes
- Theoretical Memoing
- Theoretical Saturation
- Thick Description
- Transana (Software)
- Transcript
- Transcription
- Truth
- Typological Analysis
- Understanding
- Video Intervention/Prevention Assessment
- Vignettes
- Visual Data
- Visual Data Displays
- Writing Process
- Data Collection
- Access
- Active Listening
- Artifacts
- Audiorecording
- Captive Population
- Checklists
- Closed Question
- Cognitive Interview
- Collage
- Convenience Sample
- Convergent Interviewing
- Conversational Interviewing
- Covert Observation
- Creative Writing
- Critical Incident Technique
- Data
- Data Archive
- Data Collection
- Data Generation
- Data Management
- Data Security
- Data Storage
- Debriefing
- Deception
- Dialogue
- Diaries and Journals
- Documents
- Dramaturgy
- Email Interview
- Emotions in Qualitative Research
- Empathy
- Ethnopoetics
- Fictional Writing
- Field Data
- Fieldnotes
- Fieldwork
- Film and Video in Qualitative Research
- Focus Groups
- Free Association Narrative Interview
- Funding
- Hypothesis
- In-Depth Interview
- In-Person Interview
- Interactive Focus Groups
- Interactive Interview
- Internet in Qualitative Research
- Interview Guide
- Interviewing
- Leaving the Field
- Life Stories
- Literature in Qualitative Research
- Literature Review
- Lived Experience
- Memoirs
- Memos and Memoing
- Multimedia in Qualitative Research
- Narrative Interview
- Narrative Texts
- Natural Setting
- Naturalistic Data
- Naturalistic Observation
- Negotiating Exit
- Neutral Question
- Neutrality in Qualitative Research
- Nonparticipant Observation
- Nonprobability Sampling
- Nonverbal Communication
- Observation Schedule
- Open-Ended Question
- Participant Observation
- Peer Debriefing
- Perception
- Photographs in Qualitative Research
- Pilot Study
- Poetry in Qualitative Research
- Population
- Probes and Probing
- Projective Techniques
- Prolonged Engagement
- Psychoanalytically Informed Observation
- Purposive Sampling
- Quota Sampling
- Random Sampling
- Rapport
- Raw Data
- Recruiting Participants
- Research Diaries and Journals
- Research Literature
- Research Problem
- Research Question
- Research Setting
- Research Team
- Researcher as Instrument
- Researcher Roles
- Researcher Safety
- Researcher Sensitivity
- Rich Data
- Rigor in Qualitative Research
- Risk
- Sample
- Sample Size
- Sampling
- Sampling Frame
- Secondary Data
- Semi-Structured Interview
- Sensitizing Concepts
- Serendipity
- Snowball Sampling
- Stratified Sampling
- Structured Interview
- Structured Observation
- Subjectivity Statement
- Telephone Interview
- Text
- Theoretical Sampling
- Triangulation
- Unstructured Interview
- Unstructured Observation
- Videorecording
- Vignettes
- Virtual Interview
- Dissemination and Writing
- Ethnography (Journal)
- Field Methods (Journal)
- Forum: Qualitative Social Research (Journal)
- International Journal of Qualitative Methods
- Journal of Contemporary Ethnography
- Journal of Mixed Methods Research
- Narrative Inquiry (Journal)
- Oral History Review (Journal)
- Qualitative Health Research (Journal)
- Qualitative Inquiry (Journal)
- Qualitative Report, The (Journal)
- Qualitative Research (Journal)
- Advances in Qualitative Methods Conference
- Creative Writing
- Ethnographic and Qualitative Research Conference
- Fictional Writing
- Film and Video in Qualitative Research
- Findings
- First-Person Voice
- Interdisciplinary Qualitative Studies Conference
- International Congress of Qualitative Inquiry
- International Human Science Research Conference
- Internet in Qualitative Research
- Literature in Qualitative Research
- Literature Review
- Memoirs
- Multimedia in Qualitative Research
- Peer Review
- Poetry in Qualitative Research
- Portraiture
- Publishing and Publication
- Qualitative Health Research Conference
- QualPage
- Representational Forms of Dissemination
- Research Literature
- Research Proposal
- Rhetoric
- Storytelling
- Subjectivity Statement
- Vignettes
- Voice
- Writing Process
- History of Qualitative Research
- Participants
- Access
- Agency
- Audience
- Captive Population
- Confidentiality
- Conflict of Interest
- Debriefing
- Deception
- Disengagement
- Disinterestedness
- Diversity Issues
- Emotions in Qualitative Research
- Empathy
- Empowerment
- Ethics
- First-Person Voice
- Harm
- Identity
- Informant
- Informed Consent
- Insider/Outsider Status
- Intersubjectivity
- Key Informant
- Leaving the Field
- Lived Experience
- Marginalization
- Marginalized Populations
- Member Check
- Negotiating Exit
- Otherness
- Over-Rapport
- Participant
- Participant Observation
- Participants as Co-Researchers
- Participatory Action Research
- Population
- Privacy
- Pseudonym
- Rapport
- Reciprocity
- Researcher–Participant Relationships
- Respondent
- Secondary Participants
- Trust
- Virtual Community
- Voice
- Vulnerability
- Quantitative Research, Ties to
- Research Design and Planning
- Access
- Data Analysis
- Data Archive
- Data Collection
- Data Generation
- Data Management
- Data Security
- Data Storage
- Ethics Review Process
- Funding
- Literature Review
- Methodology
- Methods
- Mixed Methods Research
- Participants as Co-Researchers
- Pilot Study
- Politics of Qualitative Research
- Project Management
- Publishing and Publication
- Qualitative Research Summer Intensive
- Quantitative Research
- Recruiting Participants
- Research Design
- Research Justification
- Research Literature
- Research Problem
- Research Proposal
- Research Question
- Research Setting
- Research Team
- Researcher as Artist
- Researcher as Instrument
- Researcher Roles
- Researcher Safety
- Researcher Sensitivity
- Researcher–Participant Relationships
- Rigor in Qualitative Research
- Sampling
- Secondary Analysis
- Secondary Data
- Theoretical Frameworks
- Theory
- Thinking Qualitatively Workshop Conference
- Triangulation
- Writing Process
- Research Ethics
- Access
- Accountability
- Anonymity
- Auditing
- Authenticity
- Benefit
- Bias
- Captive Population
- Confidentiality
- Conflict of Interest
- Data Security
- Debriefing
- Deception
- Ethics
- Ethics and New Media
- Ethics Codes
- Ethics Review Process
- Harm
- Informant
- Informed Consent
- Institutional Review Boards
- Integrity in Qualitative Research
- Key Informant
- Leaving the Field
- Negotiating Exit
- Over-Rapport
- Participant
- Participants as Co-Researchers
- Peer Debriefing
- Power
- Privacy
- Pseudonym
- Reciprocity
- Recruiting Participants
- Relational Ethics
- Researcher–Participant Relationships
- Respondent
- Risk
- Secondary Participants
- Sensitive Topics
- Trust
- Unobtrusive Research
- Vulnerability
- Rigor
- Audit Trail
- Authority
- Bias
- Bracketing
- Confirmability
- Constant Comparison
- Credibility
- Dependability
- Disengagement
- Disinterestedness
- Evidence
- Generalizability
- Inter- and Intracoder Reliability
- Member Check
- Negative Case Analysis
- Neutrality in Qualitative Research
- Objectivity
- Observer Bias
- Over-Rapport
- Peer Review
- Reactivity
- Reliability
- Replication
- Resonance
- Rigor in Qualitative Research
- Subjectivity
- Transferability
- Translatability
- Transparency
- Triangulation
- Trustworthiness
- Validity
- Value-Free Inquiry
- Verification
- Textual Analysis, Ties to
- Artifact Analysis
- Artifacts
- Autobiography
- Biography
- Content Analysis
- Conversation Analysis
- Creative Writing
- Critical Discourse Analysis
- Diaries and Journals
- Discourse
- Discourse Analysis
- Discursive Practice
- Discursive Psychology
- Document Analysis
- Documents
- Film and Video in Qualitative Research
- Historical Discourse Analysis
- Historical Research
- Historiography
- Internet in Qualitative Research
- Intertextuality
- Literature in Qualitative Research
- Multimedia in Qualitative Research
- Narrative Analysis
- Narrative Inquiry
- Narrative Interview
- Narrative Texts
- Poetry in Qualitative Research
- Rhetoric
- Text
- Textual Analysis
- Theoretical and Philosophical Frameworks
- Axiology
- Chaos and Complexity Theories
- Constructivism
- Critical Humanism
- Critical Pragmatism
- Critical Race Theory
- Critical Realism
- Critical Theory
- Deconstruction
- Discursive Psychology
- Empiricism
- Epistemology
- Essentialism
- Existentialism
- Feminist Epistemology
- Grand Narrative
- Grand Theory
- Hegemony
- Idealism
- Ideology
- Knowledge
- Nonessentialism
- Objectivism
- Ontology
- Paradigm
- Pluralism
- Positivism
- Postcolonialism
- Postmodernism
- Postpositivism
- Postrepresentation
- Poststructuralism
- Pragmatism
- Praxis
- Queer Theory
- Realism
- Reality and Multiple Realities
- Relativism
- Representation
- Semiotics
- Social Constructionism
- Structuralism
- Subjectivism
- Symbolic Interactionism
- Theoretical Frameworks
- Theory
- Truth
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