Qualitative Research in the Age of AI: Considerations, Critiques, and Craft

References

• Abdulhai M, White I, Wan Y, Qureshi I, Leibo J, Kleiman-Weiner M, Jaques N (2026) How LLMs distort our written language. Preprint, submitted March 18, https://arxiv.org/abs/2603.18161.Google Scholar
• Administrative Science Quarterly (2026) AI guidelines. ASQ Journal Substack Online (February 21), https://asqjournal.substack.com/p/asqs-march-issue-and-ai-guidelines.Google Scholar
• Anthony C (2021) When knowledge work and analytic technologies collide. Admin. Sci. Quart. 66(4):1173–1212.Crossref, Google Scholar
• Bechky BA, Davis GF (2025) Resisting the algorithmic management of science: Craft and community after generative AI. Admin. Sci. Quart. 70(1):1–22.Crossref, Google Scholar
• Bijker W, Hughes TP, Pinch T (1987) The Social Construction of Technological Systems: New Directions in the Sociology and History of Technology (MIT Press, Cambridge, MA).Google Scholar
• Cartwright N (1999) Models and the limits of theories: Quantum Hamiltonians and the BCS model of superconductivity. Morgan M, Morrison M, eds. Models as Mediators: Perspectives on Natural and Social Science (Cambridge University Press), 241–281.Crossref, Google Scholar
• Cheng M, Lee C, Khadpe P, Yu S, Han D, Jurafsky D (2026) Sycophantic AI decreases prosocial intentions and promotes dependence. Science 391(6792):eaec8352.Crossref, Google Scholar
• Cornelissen JP (2026) The artificial intelligence con: The commodification of theory and the new and improved credibility crisis. Organ. Stud. Forthcoming.Crossref, Google Scholar
• Daston L, Galison PL (2021) Objectivity (Zone Books, Brooklyn, NY).Crossref, Google Scholar
• Evans J, Duede E (2025) After science. Science 390(6774):eaec7650.Crossref, Google Scholar
• Fayard AL, Metiu A (2012) The Power of Writing in Organizations: From Letters to Online Interactions (Routledge, New York).Crossref, Google Scholar
• Gartenberg C, Hasan S, Murray A, Pierce L (2026) More versus better: Artificial intelligence, incentives, and the emerging crisis in peer review. Organ. Sci. 37(3):795–812.Link, Google Scholar
• Gilbride M (2025) Why AI will make music more human: A reflection on what makes music… music. The MAD Records Monologue Online (July 2), https://madrecords.substack.com/p/why-ai-will-make-music-more-human.Google Scholar
• Glaser B, Strauss A (2017) Discovery of Grounded Theory: Strategies for Qualitative Research (Routledge, New York).Crossref, Google Scholar
• Jowsey T, Braun V, Clarke V, Lupton D, Fine M (2025) We reject the use of generative artificial intelligence for reflexive qualitative research. Qualitative Inquiry. Forthcoming.Crossref, Google Scholar
• Kosmyna N, Hauptmann E, Yuan YT, Situ J, Liao X-H, Beresnitzky AV, Braunstein I, Maes P (2025) Your brain on ChatGPT: Accumulation of cognitive debt when using an AI assistant for essay writing task. Preprint, submitted June 10, https://arxiv.org/abs/2506.08872.Google Scholar
• Kraynak J (2026) Lured by AI, colleges are sleepwalking into irrelevance: The future we’ve been sold is not inevitable. The Chronicle of Higher Education (January 21), https://www.chronicle.com/article/lured-by-ai-colleges-are-sleepwalking-into-irrelevance.Google Scholar
• Nature (2025) Writing is thinking. Nature Rev. Bioengineering 3(431).Google Scholar
• Nelson A (2024) Technology, occupations, and (non-)deterministic futures. Footnotes 49(4).Google Scholar
• Nelson A, Anthony C, Tripsas M (2023) “If I could turn back time”: Occupational dynamics, technology trajectories, and the reemergence of the analog music synthesizer. Admin. Sci. Quart. 68(2):551–599.Crossref, Google Scholar
• Novy-Marx R, Velikov M (2026) Artificial intelligence–powered (finance) scholarship. J. Econom. Literature 64(1):5–37.Crossref, Google Scholar
• Ouyang H (2026) How A.I. might change the way doctors think. The New York Times (July 12). MM36.Google Scholar
• Pittard H (2026) I made my students write by hand. It gave them their brains back. The Chronicle of Higher Education (February 25), https://www.chronicle.com/article/i-made-my-students-write-by-hand-it-gave-them-their-brains-back.Google Scholar
• Poe M, Dryer D (2026) AI is ruining scholarship. The Chronicle of Higher Education (August 10).Google Scholar
• Pratt MG, Kaplan S, Whittington R (2020) Editorial essay: The tumult over transparency: Decoupling transparency from replication in establishing trustworthy qualitative research. Admin. Sci. Quart. 65(1):1–19.Crossref, Google Scholar
• Schildt H (2026) The case for artificial intelligence in qualitative research. Organ. Stud. 47(9):1501–1505.Crossref, Google Scholar
• Schwab A, Starbuck WH (2017) A call for openness in research reporting: How to turn covert practices into helpful tools. Acad. Management Learn. Ed. 16(1):125–141.Crossref, Google Scholar
• Shaw SD, Nave G (2026) Thinking—Fast, slow, and artificial: How AI is reshaping human reasoning and the rise of cognitive surrender. Preprint, submitted February 2, https://doi.org/10.2139/ssrn.6097646.Google Scholar
• Van Maanen J (2011) Tales of the Field: On Writing Ethnography (University of Chicago Press, Chicago).Crossref, Google Scholar