An Array of Qualitative Data Analysis Tools: A Call for Data Analysis Triangulation.

One of the most important steps in the qualitative research process is analysis of data. The purpose of this article is to provide elements for understanding multiple types of qualitative data analysis techniques available and the importance of utilizing more than one type of analysis, thus utilizing data analysis triangulation, in order to understand phenomenon more fully for school psychology research and beyond. The authors describe seven qualitative analysis tools: methods of constant comparison, keywords-in-context, word count, classical content analysis, domain analysis, taxonomic analysis, and componential analysis. Then, the authors outline when to use each type of analysis. In so doing, the authors use real qualitative data to help distinguish the various types of analyses. Furthermore, flowcharts and tables are provided to help delineate when to choose each type of analysis. Finally, the role of computer-assisted software in the qualitative data-analytic process is discussed. As such, use of the analyses outlined in this article should help to promote rigor in qualitative research.

[1]  S. Siegel,et al.  Nonparametric Statistics for the Behavioral Sciences , 2022, The SAGE Encyclopedia of Research Design.

[2]  Jacob Cohen A Coefficient of Agreement for Nominal Scales , 1960 .

[3]  J. Creswell Qualitative inquiry and research design: Choosing among five approaches, 2nd ed. , 2007 .

[4]  A. Strauss,et al.  The discovery of grounded theory: strategies for qualitative research aldine de gruyter , 1968 .

[5]  N. Denzin The research act: A theoretical introduction to sociological methods , 1977 .

[6]  Anna De Fina,et al.  The ethnographic interview , 2019, The Routledge Handbook of Linguistic Ethnography.

[7]  E. Guba Criteria for assessing the trustworthiness of naturalistic inquiries , 1981 .

[8]  Valerie J. Caracelli,et al.  Toward a Conceptual Framework for Mixed-Method Evaluation Designs , 1989 .

[9]  B. Berg Qualitative Research Methods for the Social Sciences , 1989 .

[10]  R. Tesch Qualitative Research: Analysis Types and Software , 1990 .

[11]  Harry F. Wolcott,et al.  Writing Up Qualitative Research , 1990 .

[12]  Renata Tesch,et al.  Qualitative research : analysis types and software tools , 1990 .

[13]  Corrine Glesne,et al.  Becoming Qualitative Researchers: An Introduction , 1991 .

[14]  J. Maxwell Understanding and Validity in Qualitative Research , 1992 .

[15]  I. Dey Qualitative Data Analysis: A User Friendly Guide for Social Scientists , 1993 .

[16]  Kathleen M. Carley Coding Choices for Textual Analysis: A Comparison of Content Analysis and Map Analysis , 1993 .

[17]  N. Denzin,et al.  Handbook of Qualitative Research , 1994 .

[18]  Matthew B. Miles,et al.  Qualitative Data Analysis: An Expanded Sourcebook , 1994 .

[19]  R. Yin Yin, Robert K., Case Study Research: Design and Methods, 2nd ed. Newbury Park, CA: Sage, 1994. , 1994 .

[20]  Elizabeth Adams St. Pierre,et al.  Writing: A method of inquiry. , 1994 .

[21]  R. Emerson,et al.  Writing Ethnographic Fieldnotes , 1995 .

[22]  Alison Clements,et al.  Qualitative methods in psychology: A research guide , 1995 .

[23]  Souraya Sidani,et al.  Quantitative and qualitative methods:: Is There an Alternative? , 1995 .

[24]  Eben A. Weitzman,et al.  Computer Programs for Qualitative Data Analysis , 1996 .

[25]  P. Atkinson,et al.  Making Sense of Qualitative Data: Complementary Research Strategies , 1996 .

[26]  D. Schimmel Research That Makes a Difference: Complementary Methods for Examining Legal Issues in Education. NOLPE Monograph Series No. 56. , 1996 .

[27]  Joseph A. Maxwell,et al.  Qualitative Research Design: An Interactive Approach , 1996 .

[28]  P. Atkinson,et al.  Making sense of qualitative data , 1996 .

[29]  R. Bogdan Qualitative research for education : an introduction to theory and methods / by Robert C. Bogdan and Sari Knopp Biklen , 1997 .

[30]  Nigel Fielding,et al.  Computer analysis and qualitative research , 1998 .

[31]  Sharan B. Merriam,et al.  Qualitative research and case study applications in education , 1998 .

[32]  Paul Connolly,et al.  Researching Racism in Education: Politics, Theory and Practice , 1998 .

[33]  M. Engle Book Review: Qualitative Data Analysis: An Expanded Sourcebook (2nd Ed.) , 1999 .

[34]  H. Bernard,et al.  Data Management and Analysis Methods , 2000 .

[35]  Vj. Janesick The choreography of qualitative research design , 2000 .

[36]  T. Kratochwill,et al.  Uncovering Critical Research Agendas for School Psychology: Conceptual Dimensions and Future Directions , 2000 .

[37]  Anthony J. Onwuegbuzie,et al.  Expanding the Framework of Internal and External Validity in Quantitative Research. , 2000 .

[38]  F. Gresham,et al.  Treatment Integrity in Learning Disabilities Intervention Research: Do We Really Know How Treatments Are Implemented? , 2000 .

[39]  M. Sandelowski Real qualitative researchers do not count: the use of numbers in qualitative research. , 2001, Research in nursing & health.

[40]  James E. McLean,et al.  Research in the Schools. , 2001 .

[41]  Gary Shank,et al.  Qualitative Research: A Personal Skills Approach , 2001 .

[42]  Thomas A. Schwandt Dictionary of qualitative inquiry , 2001 .

[43]  Sylvain Bourdon The Integration of Qualitative Data Analysis Software in Research Strategies: Resistances and Possibilities , 2002 .

[44]  M. Jørgensen,et al.  Discourse Analysis as Theory and Method , 2002 .

[45]  Peter Draper,et al.  Dictionary of Qualitative Inquiry, 2nd edition , 2002 .

[46]  Lyn Richards,et al.  Readme First for a User's Guide to Qualitative Methods , 2002 .

[47]  J. A. Hatch,et al.  Doing Qualitative Research in Education Settings , 2002 .

[48]  Anthony J. Onwuegbuzie,et al.  Statistics Anxiety: Nature, etiology, antecedents, effects, and treatments--a comprehensive review of the literature , 2003 .

[49]  C. Teddlie,et al.  SAGE Handbook of Mixed Methods in Social & Behavioral Research , 2010 .

[50]  J. Pennebaker,et al.  Psychological aspects of natural language. use: our words, our selves. , 2003, Annual review of psychology.

[51]  Z. Todd,et al.  Mixing methods in psychology : the integration of qualitative and quantitative methods in theory and practice , 2004 .

[52]  A. Onwuegbuzie,et al.  Mixed Methods Research: A Research Paradigm Whose Time Has Come , 2004 .

[53]  E. Tolley,et al.  Qualitative Methods in Public Health: A Field Guide for Applied Research , 2004 .

[54]  John Yen,et al.  Introduction , 2004, CACM.

[55]  Nancy L. Leech,et al.  Enhancing the Interpretation of Significant Findings: The Role of Mixed Methods Research , 2004 .

[56]  Anthony G Tuckett,et al.  Part II. rigour in qualitative research: complexities and solutions. , 2005, Nurse researcher.

[57]  R. Stake Qualitative Case Studies. , 2005 .

[58]  N. Denzin,et al.  The Sage handbook of qualitative research, 3rd ed. , 2005 .

[59]  N. Denzin,et al.  Introduction: The Discipline and Practice of Qualitative Research. , 2005 .

[60]  B. Nastasi,et al.  Contributions of qualitative research to the validity of intervention research , 2005 .

[61]  P. Bazeley The contribution of computer software to integrating qualitative and quantitative data and analyses. , 2006 .

[62]  Nancy L. Leech,et al.  Linking Research Questions to Mixed Methods Data Analysis Procedures 1 , 2006 .

[63]  Maria Oliver-Hoyo,et al.  The Use of Triangulation Methods in Qualitative Educational Research. , 2006 .

[64]  E. Kozleski,et al.  Until somebody hears me: parent voice and advocacy in special educational decision making , 2006 .

[65]  Kathleen M. T. Collins,et al.  A Model Incorporating the Rationale and Purpose for Conducting Mixed-Methods Research in Special Education and Beyond , 2006 .

[66]  Karen Skibba Book Review: Qualitative Research Design: An Interactive Approach (2nd ed.) , 2006 .

[67]  N. Leech,et al.  Validity and Qualitative Research: An Oxymoron? , 2007 .

[68]  D. Caulley Qualitative research for education: An introduction to theories and methods , 2007 .

[69]  Nancy L. Leech,et al.  A Call for Qualitative Power Analyses , 2007 .

[70]  Shannon M. Suldo,et al.  Mixed methods research in school psychology: A mixed methods investigation of trends in the literature , 2008 .

[71]  Harry F. Wolcott Writing Up Qualitative Research (3rd ed.) , 2009 .