##plugins.themes.bootstrap3.article.main##

Neville Schembri

Abstract

Grounded theory (GT) remains one of the most widely used methodological approaches in qualitative health and nursing research, valued for its capacity to support inductive theory generation when exploring complex social phenomena and professional processes. Despite its popularity, GT research is frequently criticised for limited analytic transparency: researchers often provide detailed procedural accounts of coding, constant comparison, and memoing, yet struggle to demonstrate how conceptual and theoretical claims were derived from descriptive empirical data. This concern carries particular weight in health and nursing contexts, where findings are routinely expected to inform professional practice, education, and policy. This paper addresses the question of how analytic transparency in GT can be strengthened through engagement with the Gioia methodology, and specifically through its data structure, a layered diagram distinguishing participants’ own language, the researcher’s interpretive labelling, and theoretical abstraction. The paper outlines GT’s transparency challenge and the epistemological fit between the Gioia methodology and constructivist grounded theory, before presenting a reflexive, worked illustration drawn from a previously published study of overseas nurses’ professional and social adaptation. The data structure and its underlying analytic process are described in detail, followed by a critical discussion of both the benefits and the risks of using such artefacts, including the risk of implying a false linearity that oversimplifies what is, in practice, a recursive and messier analytic process. The paper concludes that the Gioia data structure, used as a complement to rather than a substitute for detailed narrative reporting, can strengthen methodological rigour, ethical accountability, and pedagogical clarity for novice qualitative researchers in health and nursing contexts.

Downloads

Download data is not yet available.

##plugins.themes.bootstrap3.article.details##

Section
Scientific Essays

How to Cite

Schembri, N. (2026). THE GIOIA DATA STRUCTURE AS METHODOLOGICAL ARTEFACT IN NURSING RESEARCH. New Trends in Qualitative Research, 22(3), e1391. https://doi.org/10.36367/ntqr.22.3.2026.e1391
References

Almaze, J. P., Emmamally, W., & Brysiewicz, P. (2023). Barriers and enablers to scholarship for post basic nursing students in clinical service. Curationis, 46(1), e1–e7.

Birks, M., & Mills, J. (2015). Grounded theory: A practical guide (2nd ed.). Sage.

Bullock, J. L., Sukhera, J., Del Pino-Jones, A., Dyster, T. G., Ilgen, J. S., Lockspeiser, T. M., Teunissen, P. W., & Hauer, K. E. (2024). 'Yourself in all your forms': A grounded theory exploration of identity safety in medical students. Medical Education, 58(3), 327–337.

Charmaz, K. (2014). Constructing grounded theory (2nd ed.). Sage.

Charmaz, K., & Thornberg, R. (2021). The pursuit of quality in grounded theory. Qualitative Research in Psychology, 18(3), 305–327.

Connor, J., Flenady, T., Dwyer, T., & Massey, D. (2025). The application of classic grounded theory in nursing studies: A qualitative systematic review protocol. Journal of Advanced Nursing Research, 81(8), 1949–1961.

Corley, K. G., & Gioia, D. A. (2004). Identity ambiguity and change in the wake of a corporate spin-off. Administrative Science Quarterly, 49(2), 173–208.

Finlay, L. (2002). “Outing” the researcher: The provenance, process, and practice of reflexivity. Qualitative Health Research, 12(4), 531–545.

Gehman, J., Glaser, V. L., Eisenhardt, K. M., Gioia, D. A., Langley, A., & Corley, K. G. (2018). Finding theory–method fit: A comparison of three qualitative approaches to theory building. Journal of Management Inquiry, 27(3), 284–300.

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(1), 15–31.

Glaser, B. G. (1978). Theoretical sensitivity. Sociology Press.

Glaser, B. G., & Strauss, A. L. (1965). Awareness of dying. Aldine.

Glaser, B. G., & Strauss, A. L. (1967). The discovery of grounded theory: Strategies for qualitative research. Aldine.

Johnson, J. L., Adkins, D., & Chauvin, S. (2020). A Review of the quality indicators of rigor in qualitative research. American Journal of Pharmaceutical Education, 84(1), 7120.

Keane, E. (2025). Constructivist grounded theory in qualitative research for social justice: Purpose, process, promise. New Trends in Qualitative Research, 21(2), e1289.

Langley, A., & Abdallah, C. (2011). Templates and turns in qualitative studies of strategy and management. In D. D. Bergh & D. J. Ketchen (Eds.), Research Methodology in Strategy and Management (Vol. 6, pp. 201–235). Emerald Group Publishing.

LeBlanc-Kwaw, D., Weaver, K., & Olson, J. (2021). Becoming a channel of God: How faith community nurses develop their spiritual practice. Journal of Holistic Nursing, 39(3), 239–253.

Lincoln, Y. S., & Guba, E. G. (2017). Criteria for assessing naturalistic inquiries. In N. K. Denzin & Y. S. Lincoln (Eds.), The Sage handbook of qualitative research (5th ed.). Sage.

Lunn, C., O’ Donnell, C., MacCurtain, S., & Coffey, A. (2025). Realigning identity: Nurse executives’ experiences within a new socio-professional group – A classic grounded theory study. Journal of Nursing Management, 9, 100367.

Magnani, G., & Gioia, D. A. (2023). Using the Gioia methodology in international business and entrepreneurship research. International Business Review, 32(2), 102097.

Mayes, C. G., & Cochran, K. (2023). Factors influencing perioperative nurse turnover: A classic grounded theory study. AORN Journal, 117(3), 161–174.

Mediani, H. (2017). An introduction to classical grounded theory. SOJ Nursing & Health Care, 3(3), 1–5.

Noble, H., & Mitchell, G. (2016). What is grounded theory? Evidence-Based Nursing, 19(2), 34–35.

Olmos-Vega, F. M., de la Fuente, J., & Wahl, R. (2023). A practical guide to reflexivity in qualitative research. Medical Teacher, 45(2), 160–166.

Pratt, M. G., Kaplan, S., & Whittington, R. (2020). Editorial essay: The tumult over transparency: Decoupling transparency from replication in establishing trustworthy qualitative research. Administrative Science Quarterly, 65(1), 1–19.

Quinn, G., Lucas, B., & Silcock, J. (2020). Professional identity formation in pharmacy students during an early preregistration training placement. American Journal of Pharmaceutical Education, 84(8), ajpe7804.

Renolen, Å., & Hjälmhult, E. (2015). Nurses’ experience of using scientific knowledge in clinical practice: A grounded theory study. Scandinavian Journal of Caring Sciences, 29(4), 633–644.

Rizzo, A., Aquilina, R., & Falzon, R. (2024). The efficacy of grounded theory as a methodology to map the strategic behaviour of small organisations: A reflexive practitioner evaluation. Journal of Enterprising Culture, 32(1), 35–66.

Schembri, N. (2024). A model for personal, social and professional acculturation of overseas nurses: A qualitative study in Malta. British Journal of Healthcare Management, 30(9), 1–13. https://doi.org/10.12968/bjhc.2023.0138

Urone, C., Passiglia, G., Graceffa, G., & Miano, P. (2024). Pathways of self-determination: A constructivist grounded theory study of slut-shaming vulnerability in a group of young adults. Sexuality & Culture 28, 1339–1368.

Wilson, C. (2022). Identity, positionality and reflexivity: Relevance for qualitative research. Journal of Research in Nursing, 27(5), 1–14.