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Achieving Rigor in Qualitative Analysis: The Role of Active Categorization in Theory Building

    Published Online:15 Jul 2021https://doi.org/10.5465/amr.2018.0482

    Abstract

    Scholars have long debated how rigor can be achieved in qualitative analysis. To answer this question, we need to better understand how theory is generated from data. Qualitative analysis is, at its core, a categorization process. Nevertheless, despite a surge of interest in categorization within the social sciences, insights from categorization theory have not yet been applied to our understanding of qualitative analysis. Drawing from categorization theory, we argue that the movement from data to theory is an active process in which researchers choose between multiple moves that help them to make sense of their data. In addition, we develop a framework of the main moves that people use when they categorize data and demonstrate that evidence of these moves can also be found in past qualitative scholarship. Our framework emphasizes that, if we are not sufficiently reflexive and explicit about the active analytical processes that generate theoretical insights, we cannot be transparent and, thus, rigorous about how we analyze data. We discuss the implications of our framework for increasing rigor in qualitative analysis, for actively constructing categories from data, and for spurring more methodological plurality within qualitative theory building.

    REFERENCES

    • Abbott, A. 2004. Methods of discovery: Heuristics for the social sciences (contemporary societies). New York, NY: W.W. Norton & Company. Google Scholar
    • Aguinis, H., & Solarino, A. M. 2019. Transparency and replicability in qualitative research: The case of interviews with elite informants. Strategic Management Journal, 40: 1291–1315. Google Scholar
    • Ahn, W.-K. 1999. Effect of causal structure on category construction. Memory & Cognition, 27: 1008–1023. Google Scholar
    • Anteby, M. 2013. Relaxing the taboo on telling our own stories: Upholding professional distance and personal involvement. Organization Science, 24: 1277–1290. Google Scholar
    • Anteby, M., & Chan, C. K. 2018. A self-fulfilling cycle of coercive surveillance: Workers’ invisibility practices and managerial justification. Organization Science, 29: 247–263. Google Scholar
    • Anteby, M., & Molnar, V. 2012. Collective memory meets organizational identity: Remembering to forget in a firm’s rhetorical history. Academy of Management Journal, 55: 515–540.Link , Google Scholar
    • Anteby, M., & Occhiuto, N. 2020. Stand-in labor and the rising economy of self. Social Forces, 98: 1287–1310. Google Scholar
    • Armstrong, S. L., Gleitman, L. R., & Gleitman, H. 1983. What some concepts might not be. Cognition, 13: 263–308. Google Scholar
    • Bansal, P., & Corley, K. 2011. From the editors—The coming of age for qualitative research: Embracing the diversity of qualitative methods. Academy of Management Journal, 54: 233–237.Link , Google Scholar
    • Barley, S. R. 1986. Technology as an occasion for structuring: Evidence from observations of CT scanners and the social order of radiology departments. Administrative Science Quarterly, 31: 78–108. Google Scholar
    • Barsalou, L. W. 1983. Ad hoc categories. Memory & Cognition, 11: 211–227. Google Scholar
    • Becker, H. S. 2008. Tricks of the trade: How to think about your research while you’re doing it. Chicago, IL: University of Chicago Press. Google Scholar
    • Behfar, K., & Okhuysen, G. A. 2018. Discovery within validation logic: Deliberately surfacing, complementing, and substituting abductive reasoning in hypothetico-deductive inquiry. Organization Science, 29: 323–340. Google Scholar
    • Berger, P. L., & Luckmann, T. 1967. The social construction of reality: A treatise in the sociology of knowledge. New York, NY: Anchor. Google Scholar
    • Bingham, C. B., & Kahl, S. J. 2013. The process of schema emergence: Assimilation, deconstruction, unitization and the plurality of analogies. Academy of Management Journal, 56: 14–34.Link , Google Scholar
    • Bloom, P. 2000. How children learn the meanings of words. Cambridge, MA: MIT Press. Google Scholar
    • Booth, W. C., Colomb, G. G., & Williams, J. M. 2003. The craft of research. Chicago, IL: University of Chicago press. Google Scholar
    • Bourdieu, P., & Wacquant, L. 1992. An invitation to reflexive sociology. Chicago, IL: University of Chicago Press. Google Scholar
    • Bowker, G. C., & Star, S. L. 2000. Sorting things out: Classification and its consequences. Cambridge, MA: MIT press. Google Scholar
    • Chan, C. K., & Anteby, M. 2016. Task segregation as a mechanism for within-job inequality: Women and men of the Transportation Security Administration. Administrative Science Quarterly, 61: 184–216. Google Scholar
    • Charmaz, K. 1983. The grounded theory method: An explication and interpretation. In R. M. Emerson (Ed.), Contemporary field research: 109–126. Boston, MA: Little Brown. Google Scholar
    • Charmaz, K. 2006. Constructing grounded theory: A practical guide through qualitative analysis. Los Angeles, CA: SAGE. Google Scholar
    • Clark, H. H., & Wilkes-Gibbs, D. 1986. Referring as a collaborative process. Cognition, 22: 1–39. Google Scholar
    • Cohen, L. E. 2013. Assembling jobs: A model of how tasks are bundled into and across jobs. Organization Science, 24: 432–454. Google Scholar
    • Collins, A. M., & Loftus, E. F. 1975. A spreading-activation theory of semantic processing. Psychological Review, 82: 407–428. Google Scholar
    • Colyvas, J. A., & Powell, W. W. 2006. Roads to institutionalization: The remaking of boundaries between public and private science. Research in Organizational Behavior, 27: 305–353. Google Scholar
    • Comaroff, J. 2005. Notes on anthropological method, mainly in the key of E. Workshop on interdisciplinary standards for systematic qualitative research: 28–36. Washington, DC: National Science Foundation. Google Scholar
    • Corbin, J. M., & Strauss, A. L. 1990. Grounded theory research: Procedures, canons, and evaluative criteria. Qualitative Sociology, 13: 3–21. Google Scholar
    • Craciun, M. 2018. Emotions and knowledge in expert work: A comparison of two psychotherapies. American Journal of Sociology, 123: 959–1003. Google Scholar
    • Creed, W. E. D., Dejordy, R., & Lok, J. 2010. Being the change: Resolving institutional contradiction through identity work. Academy of Management Journal, 53: 1336–1364.Link , Google Scholar
    • Crosina, E., & Pratt, M. G. 2019. Toward a model of organizational mourning: The case of former Lehman Brothers bankers. Academy of Management Journal, 62: 66–98.Link , Google Scholar
    • Davis, G. F., & Marquis, C. 2005. Prospects for organization theory in the early twenty-first century: Institutional fields and mechanisms. Organization Science, 16: 332–343. Google Scholar
    • de Rond, M., & Lok, J. 2016. Some things can never be unseen: The role of context in psychological injury at war. Academy of Management Journal, 59: 1965–1993.Link , Google Scholar
    • de Rond, M., & Tunçalp, D. 2017. Where the wild things are: How dreams can help identify countertransference in organizational research. Organizational Research Methods, 20: 413–437. Google Scholar
    • Desmond, M. 2012. Disposable ties and the urban poor. American Journal of Sociology, 117: 1295–1335. Google Scholar
    • DiBenigno, J. 2018. Anchored personalization in managing goal conflict between professional groups: The case of U.S. Army mental health care. Administrative Science Quarterly, 63: 526–569. Google Scholar
    • Douglas, M. 1966. Purity and danger: An analysis of the concepts of pollution and taboo. New York, NY: Routledge. Google Scholar
    • Durand, R., & Paolella, L. 2013. Category stretching: Reorienting research on categories in strategy, entrepreneurship, and organization theory. Journal of Management Studies, 50: 1100–1123. Google Scholar
    • Durkheim, E., & Mauss, M. 2009. Primitive classification. London, U.K.: Routledge. Google Scholar
    • Edmondson, A. C., & McManus, S. E. 2007. Methodological fit in management field research. Academy of Management Review, 32: 1246–1264.Link , Google Scholar
    • Eisenhardt, K. M. 1989. Building theories from case study research. Academy of Management Review, 14: 532–550.Link , Google Scholar
    • Eisenhardt, K. M., Graebner, M. E., & Sonenshein, S. 2016. Grand challenges and inductive methods: Rigor without rigor mortis. Academy of Management Journal, 59: 1113–1123.Link , Google Scholar
    • Elsbach, K. D., & Bechky, B. A. 2018. How observers assess women who cry in professional work contexts. Academy of Management Discoveries, 4: 127–154.Link , Google Scholar
    • Emerson, R. M., Fretz, R. I., & Shaw, L. L. 2011. Writing ethnographic fieldnotes. Chicago, IL: University of Chicago Press. Google Scholar
    • Fine, G. A. 1983. Shared fantasy: Role-playing games as social worlds. Chicago, IL: University of Chicago Press. Google Scholar
    • Fine, G. A. 1993. Ten lies of ethnography: Moral dilemmas of field research. Journal of Contemporary Ethnography, 22: 267–294. Google Scholar
    • Gehman, J., Glaser, V. L., Eisenhardt, K. M., Gioia, D., Langley, A., & Corley, K. G. 2018. Finding theory–method fit: A comparison of three qualitative approaches to theory building. Journal of Management Inquiry, 27: 284–300. Google Scholar
    • Gioia, D. A., Corley, K. G., & Hamilton, A. L. 2013. Seeking qualitative rigor in inductive research: Notes on the Gioia methodology. Organizational Research Methods, 16: 15–31. Google Scholar
    • Glaser, B. G., & Strauss, A. L. 1967. The discovery of grounded theory: Strategies for qualitative research. Chicago, IL: Aldine. Google Scholar
    • Golden-Biddle, K., & Locke, K. 1993. Appealing work: An investigation of how ethnographic texts convince. Organization Science, 4: 595–616. Google Scholar
    • Golden-Biddle, K., & Locke, K. 2007. Composing qualitative research. Thousand Oaks, CA: SAGE. Google Scholar
    • Graebner, M. E., & Eisenhardt, K. M. 2004. The seller’s side of the story: Acquisition as courtship and governance as syndicate in entrepreneurial firms. Administrative Science Quarterly, 49: 366–403. Google Scholar
    • Granovetter, M. S. 1973. The strength of weak ties. American Journal of Sociology, 78: 1360–1380. Google Scholar
    • Granqvist, N., & Gustafsson, R. 2016. Temporal institutional work. Academy of Management Journal, 59: 1009–1035. Google Scholar
    • Grodal, S. 2018. Field expansion and contraction: How communities shape social and symbolic boundaries. Administrative Science Quarterly, 63: 783–818. Google Scholar
    • Grodal, S., Nelson, A. J., & Siino, R. M. 2015. Help-seeking and help-giving as an organizational routine: Continual engagement in innovative work. Academy of Management Journal, 58: 136–168.Link , Google Scholar
    • Hedström, P., & Swedberg, R. 1996. Social mechanisms. Acta Sociologica, 29: 281–308. Google Scholar
    • Hirschfeld, L. A., & Gelman, S. A. 1994. Mapping the mind: Domain specificity in cognition and culture. Cambridge, U.K.: Cambridge University Press. Google Scholar
    • Hochschild, A. R. 1983. The managed heart: Commercialization of human feeling. Berkeley, CA: University of California Press. Google Scholar
    • Hudson, B. A., & Okhuysen, G. A. 2014. Taboo topics: Structural barriers to the study of organizational stigma. Journal of Management Inquiry, 23: 242–253. Google Scholar
    • Huising, R. 2015. To hive or to hold? Producing relational authority through scut work. Administrative Science Quarterly, 60: 263–299. Google Scholar
    • Jarzabkowski, P. 2008. Shaping strategy as a structuration process. Academy of Management Journal, 51: 621–650.Link , Google Scholar
    • Kahneman, D., & Tversky, A. 1984. Choices, values, and frames. American Psychologist, 39: 341–350. Google Scholar
    • Katz, J. 2001. Analytic induction revisited. In R. M. Emerson (Ed.), Contemporary field research: Perspectives and formulations: 331–334. Prospect Heights, IL: Waveland Press. Google Scholar
    • Kellogg, K. C. 2009. Operating room: Relational spaces and microinstitutional change in surgery. American Journal of Sociology, 115: 657–711. Google Scholar
    • Kellogg, K. C. 2019. Subordinate activation tactics: Semi-professionals and micro-level institutional change in professional organizations. Administrative Science Quarterly, 64: 928–975. Google Scholar
    • Ketokivi, M., & Mantere, S. 2010. Two strategies for inductive reasoning in organizational research. Academy of Management Review, 35: 315–333.Link , Google Scholar
    • Khaire, M., & Wadhwani, R. D. 2010. Changing landscapes: The construction of meaning and value in a new market category—modern Indian art. Academy of Management Journal, 53: 1281–1304.Link , Google Scholar
    • Lakoff, G. 2008. Women, fire, and dangerous things. Chicago, IL: University of Chicago Press. Google Scholar
    • Lamont, M. 2000. The dignity of working men: Morality and the boundaries of race, class, and immigration. Cambridge, MA: Harvard University Press. Google Scholar
    • Lamont, M., & Molnár, V. 2002. The study of boundaries in the social sciences. Annual Review of Sociology, 28: 167–195. Google Scholar
    • Lamont, M., & Swidler, A. 2014. Methodological pluralism and the possibilities and limits of interviewing. Qualitative Sociology, 37: 153–171. Google Scholar
    • Lamont, M., & White, P. 2008. The evaluation of systematic qualitative research in the social sciences. Washington, DC: National Science Foundation. Google Scholar
    • Langley, A. 1999. Strategies for theorizing from process data. Academy of Management Review, 24: 691–710.Link , Google Scholar
    • Langley, A., & Abdallah, C. 2015. Templates and turns in qualitative studies of strategy and management. In G. B. DagninoM. C. Cinici (Eds.), Research methods for strategic management: 155–184. London, U.K.: Routledge. Google Scholar
    • Langley, A., Smallman, C., Tsoukas, H., & Van de Ven, A. H. 2013. Process studies of change in organization and management: Unveiling temporality, activity, and flow. Academy of Management Journal, 56: 1–13.Link , Google Scholar
    • Lévi-Strauss, C. 1969. The raw and the cooked. New York, NY: Harper & Row. Google Scholar
    • Locke, K. 2001. Grounded theory in management research. London, U.K.: SAGE. Google Scholar
    • Locke, K., Feldman, M. S., & Golden-Biddle, K. 2015. Discovery, validation, and live coding. In K. D. ElsbachR. M. Kramer (Eds.), Handbook of qualitative organizational research: Innovative pathways and methods: 371–380. New York, NY: Routledge. Google Scholar
    • Locke, K., Golden-Biddle, K., & Feldman, M. S. 2008. Making doubt generative: Rethinking the role of doubt in the research process. Organization Science, 19: 907–918. Google Scholar
    • Lofland, J. 1971. Analyzing social settings. Belmont, CA: Wadsworth Publishing. Google Scholar
    • Lofland, J., Snow, D., Anderson, L., & Lofland, L. H. 2006. Analyzing social settings: A guide to qualitative observation and analysis (4th ed.). Belmont, CA: Wadsworth/Thomson Learning. Google Scholar
    • Lopez, S. H., & Phillips, L. A. 2019. Unemployed: White-collar job searching after the Great Recession. Work and Occupations, 46: 470–510. Google Scholar
    • Louis, M. R., & Bartunek, J. M. 1992. Insider/outsider research teams: Collaboration across diverse perspectives. Journal of Management Inquiry, 1: 101–110. Google Scholar
    • Lubet, S. 2017. Interrogating ethnography: Why evidence matters. New York, NY: Oxford University Press. Google Scholar
    • Luker, K. 2008. Salsa dancing into the social sciences. Cambridge, MA: Harvard University Press. Google Scholar
    • MacWhinney, B. (Ed.), 1987. Mechanisms of language acquisition. Hillsdale, NJ: Lawrence Erlbaum. Google Scholar
    • Mazmanian, M. 2013. Avoiding the trap of constant connectivity: When congruent frames allow for heterogeneous practices. Academy of Management Journal, 56: 1225–1250.Link , Google Scholar
    • McPherson, C. M., & Sauder, M. 2013. Logics in action: Managing institutional complexity in a drug court. Administrative Science Quarterly, 58: 165–196. Google Scholar
    • Mears, A. 2015. Working for free in the VIP: Relational work and the production of consent. American Sociological Review, 80: 1099–1122. Google Scholar
    • Merton, R. K. 1948. The self-fulfilling prophecy. Antioch Review, 8: 193–210. Google Scholar
    • Merton, R. K. 1973. The sociology of science: Theoretical and empirical investigations. Chicago, IL: University of Chicago press. Google Scholar
    • Miles, M. B., Huberman, A. M., & Saldaña, J. 2014. Qualitative data analysis: A methods sourcebook. Thousand Oaks, CA: SAGE. Google Scholar
    • Murphy, G. L. 2004. The big book of concepts. Cambridge, MA: MIT Press. Google Scholar
    • Murphy, G. L., & Lassaline, M. E. 1997. Hierarchical structure in concepts and the basic level of categorization. In K. LambertsD. R. Shanks (Eds.), Knowledge, concepts, and categories: 93–131. Cambridge, MA: MIT Press. Google Scholar
    • Murphy, G. L., & Medin, D. L. 1985. The role of theories in conceptual coherence. Psychological Review, 92: 289–316. Google Scholar
    • Nakamura, G. V. 1985. Knowledge-based classification of ill-defined categories. Memory & Cognition, 13: 377–384. Google Scholar
    • Navis, C., & Glynn, M. A. 2010. How new market categories emerge: Temporal dynamics of legitimacy, identity, and entrepreneurship in satellite radio, 1990–2005. Administrative Science Quarterly, 55: 439–471. Google Scholar
    • Nelson, A. J., & Irwin, J. 2014. “Defining what we do—all over again”: Occupational identity, technological change, and the librarian/Internet-search relationship. Academy of Management Journal, 57: 892–928.Link , Google Scholar
    • O'Mahony, S., & Bechky, B. A. 2008. Boundary organizations: Enabling collaboration among unexpected allies. Administrative Science Quarterly, 53: 422–459. Google Scholar
    • Ozcan, P., & Eisenhardt, K. M. 2009. Origin of alliance portfolios: Entrepreneurs, network strategies, and firm performance. Academy of Management Journal, 52: 246–279.Link , Google Scholar
    • Petriglieri, J. L. 2015. Co-creating relationship repair: Pathways to reconstructing destabilized organizational identification. Administrative Science Quarterly, 60: 518–557. Google Scholar
    • Pettigrew, A. M. 1990. Longitudinal field research on change: Theory and practice. Organization Science, 1: 267–292. Google Scholar
    • Pintrich, P. R. 2002. The role of metacognitive knowledge in learning, teaching, and assessing. Theory into Practice, 41: 219–225. Google Scholar
    • Pratt, M. G., Kaplan, S., & Whittington, R. 2020. The tumult over transparency: Decoupling transparency from replication in establishing trustworthy qualitative research. Administrative Science Quarterly, 65: 1–19. Google Scholar
    • Pratt, M. G., Rockmann, K. W., & Kaufmann, J. B. 2006. Constructing professional identity: The role of work and identity learning cycles in the customization of identity among medical residents. Academy of Management Journal, 49: 235–262.Link , Google Scholar
    • Quillian, M. R. 1969. The teachable language comprehender: A simulation program and theory of language. Communications of the ACM, 12: 459–476. Google Scholar
    • Ramus, T., Vaccaro, A., & Brusoni, S. 2017. Institutional complexity in turbulent times: Formalization, collaboration, and the emergence of blended logics. Academy of Management Journal, 60: 1253–1284.Link , Google Scholar
    • Rosch, E. 1978. Principles of categorization. In E. RoschB. B. Lloyd (Eds.), Cognition and categorization: 27–48. Hillsdale, NJ: Lawrence Erlbaum Associates. Google Scholar
    • Searle, J. R., & Willis, S. 1995. The construction of social reality. New York, NY: Simon and Schuster. Google Scholar
    • Siegler, R. S. 1998. Emerging minds: The process of change in children’s thinking. New York, NY: Oxford University Press. Google Scholar
    • Sloman, S. A., Love, B. C., & Ahn, W.-K. 1998. Feature centrality and conceptual coherence. Cognitive Science, 22: 189–228. Google Scholar
    • Small, M. L. 2009. “How many cases do I need?” On science and the logic of case selection in field-based research. Ethnography, 10: 5–38. Google Scholar
    • Small, M. L. 2013. Causal thinking and ethnographic research. American Journal of Sociology, 119: 597–601. Google Scholar
    • Smith, E. R., & Zarate, M. A. 1992. Exemplar-based model of social judgment. Psychological Review, 99: 3–21. Google Scholar
    • Spradley, J. P. 1979. The ethnographic interview. New York, NY: Holt, Rinehart and Winston. Google Scholar
    • Staw, B. M. 1995. Repairs on the road to relevance and rigor. In L. L. CummingsP. J. Frost (Eds.), Publishing in the organizational sciences: 85–97. London, U.K.: SAGE. Google Scholar
    • Strauss, A. L. 1987. Qualitative analysis for social scientists. Cambridge, U.K.: Cambridge University Press. Google Scholar
    • Strauss, A. L., & Corbin, J. M. 1990. Basics of qualitative research: Grounded theory procedures and techniques. Los Angeles, CA: SAGE. Google Scholar
    • Suddaby, R. 2006. What grounded theory is not. Academy of Management Journal, 49: 633–642.Link , Google Scholar
    • Timmermans, S., & Tavory, I. 2012. Theory construction in qualitative research: From grounded theory to abductive analysis. Sociological Theory, 30: 167–186. Google Scholar
    • Tripsas, M., & Gavetti, G. 2000. Capabilities, cognition, and inertia: Evidence from digital imaging. Strategic Management Journal, 21: 1147–1161. Google Scholar
    • Tsoukas, H., & Chia, R. 2002. On organizational becoming: Rethinking organizational change. Organization Science, 13: 567–582. Google Scholar
    • Turco, C. J. 2016. The conversational firm: Rethinking bureaucracy in the age of social media. New York, NY: Columbia University Press. Google Scholar
    • Van Maanen, J. 1979. The fact of fiction in organizational ethnography. Administrative Science Quarterly, 24: 539–550. Google Scholar
    • Van Maanen, J. 2011. Tales of the field: On writing ethnography. Chicago, IL: University of Chicago Press. Google Scholar
    • Van Maanen, J., Sørensen, J. B., & Mitchell, T. R. 2007. The interplay between theory and method. Academy of Management Review, 32: 1145–1154.Link , Google Scholar
    • Vaughan, D. 1996. The Challenger launch decision: Risky technology, culture, and deviance at NASA. Chicago, IL: University of Chicago Press. Google Scholar
    • Vergne, J.-P., & Wry, T. 2014. Categorizing categorization research: Review, integration, and future directions. Journal of Management Studies, 51: 56–94. Google Scholar
    • Vygotsky, L. S. 1987. Thought and language. New York, NY: Plenum Press. Google Scholar
    • Weber, K., Heinze, K. L., & DeSoucey, M. 2008. Forage for thought: Mobilizing codes in the movement for grass-fed meat and dairy products. Administrative Science Quarterly, 53: 529–567. Google Scholar
    • Weick, K. E., Sutcliffe, K. M., & Obstfeld, D. 2005. Organizing and the process of sensemaking. Organization Science, 16: 409–421. Google Scholar
    • Yin, R. K. 2003. Case study research: Design and methods. Thousand Oaks, CA: SAGE. Google Scholar
    • Zbaracki, M. J. 1998. The rhetoric and reality of total quality management. Administrative Science Quarterly, 43: 602–636. Google Scholar
    • Zhao, E. Y., Ishihara, M., Jennings, P. D., & Lounsbury, M. 2018. Optimal distinctiveness in the console video game industry: An exemplar-based model of proto-category evolution. Organization Science, 29: 558–611. Google Scholar
    • Zietsma, C., & Lawrence, T. B. 2010. Institutional work in the transformation of an organizational field: The interplay of boundary work and practice work. Administrative Science Quarterly, 55: 189–221. Google Scholar
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