Generalizability in qualitative research: misunderstandings, opportunities and recommendations for the sport and exercise sciences
Open accessAbstract
Generalisation in relation to qualitative research has rarely been discussed in-depth in sport and exercise psychology, the sociology of sport, sport coaching, or sport management journals. Often there is no mention of generalizability in qualitative studies. When generalizability is mentioned in sport and exercise science journals it is often talked about briefly or highlighted as a limitation/weakness of qualitative research. The purpose of this paper is to provide a detailed discussion of generalisation in order to dispel any misunderstandings or myths about generalizability in qualitative research and offer guidance about how researchers might consider generalisation. It is emphasised that it is a misunderstanding to claim that qualitative research lacks generalizability. It is highlighted that statistical types of generalizability that inform quantitative research are not applicable to judge the value of qualitative research or claim that it lacks generalizability. Reasons as to why researchers might consider generalizability in qualitative research are then offered. It is emphasised that generalisations can be made from qualitative research, but just not in the same way as quantitative results are. To help guide how generalisation might be considered, four different types of generalizability are presented: naturalistic generalisation, transferability, analytical generalizability and intersectional generalizability. Practical strategies are also offered for considering generalizability when seeking to publish qualitative research or reflect on already published work. The paper concludes with a set of recommendations to support high quality and rigorous qualitative research for scholars – including journal editors and reviewers – in relation to generalizability.
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The research has potential value to be transferable whereby readers can discern the extent to which the findings are similar and different to their own situations.
“However, our research has the potential value to be transferable whereby readers can discern the extent to which the findings are similar and different to their own situations [50].”
From The hospital-to-home care transition experience of home care clients: an exploratory study using patient journey mapping (2023) · cites this paper as [50]
Cites
Lincoln, Y. S., Guba, E. G., & Pilotta, J. J. (1985) · International Journal of Intercultural Relations · doi:10.1016/0147-1767(85)90062-8 · Cited by 45,787 · see citing works
Handbook of Qualitative Research
Crozier, G., Denzin, N., & Lincoln, Y. (1994) · British Journal of Educational Studies · doi:10.2307/3121684 · Cited by 26,636 · see citing works
The Art of Case Study Research
Johnson, K. E., & Stake, R. E. (1996) · Modern Language Journal · doi:10.2307/329758 · Cited by 15,830 · see citing works
Handbook of qualitative research
Griffin, T. F. (1999) · Psychology and Marketing · doi:10.1002/(sici)1520-6793(199907)16:4 · Cited by 9,061 · see citing works
The art of case study research
Savolainen, R. (1996) · Library & Information Science Research · doi:10.1016/s0740-8188(96)90053-5 · Cited by 8,168 · see citing works
Qualitative Quality: Eight “Big-Tent” Criteria for Excellent Qualitative Research
Tracy, S. J. (2010) · Qualitative Inquiry · doi:10.1177/1077800410383121 · Cited by 7,536 · see citing works
Successful Qualitative Research: A practical guide for beginners
Jamieson, J., Braun, V., & Clarke, V. (2014) · QMiP Bulletin · doi:10.53841/bpsqmip.2014.1.18.39 · Cited by 6,672 · see citing works
Qualitative methods for health research
Green, J., & Thorogood, N. (2009) · Choice Reviews Online · doi:10.5860/choice.47-0901 · Cited by 4,607 · see citing works
Qualitative Psychology: A Practical Guide to Research Methods
Brooks, S. (2008) · QMiP Bulletin · doi:10.53841/bpsqmip.2008.1.6.47 · Cited by 4,360 · see citing works
Richardson, L. W. (2004) · AltaMira Press eBooks · doi:10.5040/9798216417880.ch-17 · Cited by 4,178 · see citing works
Successful qualitative research: A practical guide for beginners
(2016) · QMiP Bulletin · doi:10.53841/bpsqmip.2016.1.21.48 · Cited by 4,016 · see citing works
Smith, B., & McGannon, K. R. (2018) · International Review of Sport and Exercise Psychology · doi:10.1080/1750984x.2017.1317357 · Cited by 3,074 · see citing works
Self-citation(2004) · Choice Reviews Online · doi:10.5860/choice.42-2286 · Cited by 2,566 · see citing works
Routledge Handbook of Qualitative Research in Sport and Exercise
(2016) · Routledge eBooks · doi:10.4324/9781315762012 · Cited by 2,032 · see citing works
Generalization in quantitative and qualitative research: Myths and strategies
Polit, D. F., & Beck, C. T. (2010) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2010.06.004 · Cited by 1,767 · see citing works
Qualitative Research Methods in Sport, Exercise and Health: From process to product
(2015) · QMiP Bulletin · doi:10.53841/bpsqmip.2015.1.19.27 · Cited by 1,435 · see citing works
The Case Study Method in Social Inquiry
Stake, R. E. (1978) · Educational Researcher · doi:10.3102/0013189x007002005 · Cited by 1,427 · see citing works
The Oxford Handbook of Qualitative Research
(2014) · doi:10.1093/oxfordhb/9780199811755.001.0001 · Cited by 1,370 · see citing works
Barone, T., & Eisner, E. W. (2012) · doi:10.4135/9781452230627 · Cited by 1,268 · see citing works
Levitt, H. M., Motulsky, S. L., Wertz, F. J., Morrow, S. L., & Ponterotto, J. G. (2017) · Qualitative Psychology · doi:10.1037/qup0000082 · Cited by 851 · see citing works
Sandelowski, M. (2004) · Qualitative Health Research · doi:10.1177/1049732304269672 · Cited by 616 · see citing works
The elephant in the living room: or extending the conversation about the politics of evidence
Denzin, N. K. (2009) · Qualitative Research · doi:10.1177/1468794108098034 · Cited by 453 · see citing works
Qualitative Methods for Health Research. (2nd edition)
Green, J., & Thorogood, N. (2009) · LSHTM Research Online (London School of Hygiene and Tropical Medicine) · Cited by 430 · see citing works
An open letter toThe BMJeditors on qualitative research
Greenhalgh, T., Annandale, E. C., Ashcroft, R. E., Barlow, J. G., Black, N. A., Bleakley, A., Boaden, R., Braithwaite, J., Britten, N., Carnevale, F. A., et al. (2016) · BMJ · doi:10.1136/bmj.i563 · Cited by 378 · see citing works
You Can Generalize Stupid! Social Scientists, Bent Flyvbjerg, and Case Study Methodology
Ruddin, L. P. (2006) · Qualitative Inquiry · doi:10.1177/1077800406288622 · Cited by 275 · see citing works
“To be of use”: enhancing the utility of qualitative research
Sandelowski, M. (1997) · Nursing Outlook · doi:10.1016/s0029-6554(97)90043-9 · Cited by 247 · see citing works
The Quality of Qualitative Research
Collingridge, D. S., & Gantt, E. E. (2008) · American Journal of Medical Quality · doi:10.1177/1062860608320646 · Cited by 246 · see citing works
McGannon, K. R., & Smith, B. M. (2014) · Psychology of sport and exercise · doi:10.1016/j.psychsport.2014.07.010 · Cited by 193 · see citing works
Self-citationFads, fashions, and folderol in psychology
Dunnette, M. D. (1966) · American Psychologist · doi:10.1037/h0023535 · Cited by 176 · see citing works
Feeling the way: Notes toward a haptic phenomenology of distance running and scuba diving
Allen‐Collinson, J., & Hockey, J. (2010) · International Review for the Sociology of Sport · doi:10.1177/1012690210380577 · Cited by 166 · see citing works
Pleasure: A forgotten dimension of physical activity in older age
Phoenix, C., & Orr, N. (2014) · Social Science & Medicine · doi:10.1016/j.socscimed.2014.06.013 · Cited by 164 · see citing works
Smith, B. M., Bundon, A., & Best, M. (2016) · Psychology of sport and exercise · doi:10.1016/j.psychsport.2016.07.003 · Cited by 161 · see citing works
Self-citationGeneralizing from Qualitative Research
Seale, C. F. (1999) · SAGE Publications Ltd eBooks · doi:10.4135/9780857020093.n8 · Cited by 127 · see citing works
Darnell, S. C., Chawansky, M., Marchesseault, D., Holmes, M., & Hayhurst, L. M. C. (2016) · International Review for the Sociology of Sport · doi:10.1177/1012690216646762 · Cited by 109 · see citing works
Atkinson, P. (2017) · SAGE Publications Ltd eBooks · doi:10.4135/9781473982741 · Cited by 105 · see citing works
Smith, B. M., Tomasone, J. R., Latimer‐Cheung, A. E., & Ginis, K. A. M. (2014) · Health Psychology · doi:10.1037/hea0000113 · Cited by 100 · see citing works
Self-citationComing to Narrative: A Personal History of Paradigm Change in the Human Sciences
Bochner, A. P. (2014) · Medical Entomology and Zoology · Cited by 92 · see citing works
Tamminen, K. A., & Bennett, E. (2016) · Qualitative Research in Sport Exercise and Health · doi:10.1080/2159676x.2016.1254109 · Cited by 91 · see citing works
Case Study Research: In-Depth Understanding in Context
Simons, H. (2020) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780190847388.013.29 · Cited by 90 · see citing works
Unclipping our wings: Ways forward in qualitative research in sport management
Shaw, S., & Hoeber, L. (2016) · Sport Management Review · doi:10.1016/j.smr.2016.03.001 · Cited by 87 · see citing works
Exploring emotions as social phenomena among Canadian varsity athletes
Tamminen, K. A., Palmateer, T. M., Denton, M. J., Sabiston, C. M., Crocker, P. R. E., Eys, M., & Smith, B. M. (2016) · Psychology of sport and exercise · doi:10.1016/j.psychsport.2016.07.010 · Cited by 72 · see citing works
Self-citationPathways for community research in sport and physical activity: criteria for consideration
Schinke, R. J., Smith, B. M., & McGannon, K. R. (2013) · Qualitative Research in Sport Exercise and Health · doi:10.1080/2159676x.2013.846274 · Cited by 67 · see citing works
Self-citationThe Generalizability of Discursive Research
Goodman, S. (2008) · Qualitative Research in Psychology · doi:10.1080/14780880802465890 · Cited by 67 · see citing works
McGannon, K. R., & Spence, J. C. (2010) · Qualitative Research in Sport Exercise and Health · doi:10.1080/19398440903510145 · Cited by 67 · see citing works
Shirazipour, C. H., Evans, M. B., Caddick, N., Smith, B. M., Aiken, A. B., Ginis, K. A. M., & Latimer‐Cheung, A. E. (2016) · Psychology of sport and exercise · doi:10.1016/j.psychsport.2016.11.007 · Cited by 67 · see citing works
Self-citationGetting Specific about Qualitative Research Generalizability.
Chenail, R. J. (2010) · NSUWorks (Nova Southeastern University) · Cited by 65 · see citing works
Hayhurst, L. M. C. (2015) · Qualitative Research in Sport Exercise and Health · doi:10.1080/2159676x.2015.1056824 · Cited by 63 · see citing works
Exploring multiple responses to a chaos narrative
Smith, B. M., & Sparkes, A. C. (2011) · Health An Interdisciplinary Journal for the Social Study of Health Illness and Medicine · doi:10.1177/1363459309360782 · Cited by 62 · see citing works
Self-citationMcGannon, K. R., McMahon, J., & Gonsalves, C. A. (2016) · Psychology of sport and exercise · doi:10.1016/j.psychsport.2016.11.002 · Cited by 59 · see citing works
Do You Believe in Geneva? Methods and Ethics at the Global-Local Nexus
Fine, M., Tuck, E., & Zeller‐Berkman, S. (2008) · Sage eBooks · doi:10.4135/9781483385686.n8 · Cited by 57 · see citing works
Hurley, D., Swann, C., Allen, M. S., Okely, A. D., & Vella, S. A. (2017) · Qualitative Research in Sport Exercise and Health · doi:10.1080/2159676x.2016.1275751 · Cited by 55 · see citing works
Giardina, M. D. (2017) · Qualitative Research in Sport Exercise and Health · doi:10.1080/2159676x.2016.1273904 · Cited by 53 · see citing works
Exercise as a poisoned elixir: inactivity, inequality and intervention
Williams, O., & Gibson, K. (2017) · Qualitative Research in Sport Exercise and Health · doi:10.1080/2159676x.2017.1346698 · Cited by 44 · see citing works
Bennett, E., Clarke, L. H., Kowalski, K. C., & Crocker, P. R. E. (2017) · Psychology of sport and exercise · doi:10.1016/j.psychsport.2017.08.012 · Cited by 39 · see citing works
“The ripples are big”: Storying the impact of doping in sport beyond the sanctioned athlete
Erickson, K., Backhouse, S. H., & Carless, D. (2016) · Psychology of sport and exercise · doi:10.1016/j.psychsport.2016.01.010 · Cited by 36 · see citing works
Onwuegbuzie, A. J., & Poth, C. (2016) · International Journal of Qualitative Methods · doi:10.1177/1609406916628986 · Cited by 35 · see citing works
The Impact of Living in a Care Home on the Health and Wellbeing of Spinal Cord Injured People
Smith, B., & Caddick, N. (2015) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph120404185 · Cited by 33 · see citing works
Self-citationPerformance ethnography as an approach to health‐related education
Carless, D., & Douglas, K. (2010) · Educational Action Research · doi:10.1080/09650792.2010.500085 · Cited by 32 · see citing works
Narrative inquiry: from cardinal to marginal . . . and back?
Papathomas, A. (2016) · Routledge eBooks · doi:10.4324/9781315762012-13 · Cited by 32 · see citing works
Athlete Development in Ski Racing: Perceptions of Coaches and Parents
Black, D. E., & Holt, N. L. (2009) · International Journal of Sports Science & Coaching · doi:10.1260/174795409788549562 · Cited by 31 · see citing works
Sparkes, A. C., Brighton, J., & Inckle, K. (2017) · Qualitative Research in Sport Exercise and Health · doi:10.1080/2159676x.2017.1389768 · Cited by 31 · see citing works
McMahon, J., McGannon, K. R., & Zehntner, C. (2016) · Sociology of Sport Journal · doi:10.1123/ssj.2015-0166 · Cited by 29 · see citing works
Allen-Collinson, J., & Hockey, J. (2015) · Figshare · doi:10.6084/m9.figshare.888350 · Cited by 24 · see citing works
McMahon, J., Zehntner, C., & McGannon, K. R. (2017) · Qualitative Research in Sport Exercise and Health · doi:10.1080/2159676x.2017.1340328 · Cited by 20 · see citing works
A case study of one high performance baseball coach’s experiences within a learning community
Kuklick, C. R., Gearity, B. T., Thompson, M. R., & Neelis, L. (2015) · Qualitative Research in Sport Exercise and Health · doi:10.1080/2159676x.2015.1030343 · Cited by 17 · see citing works
Schinke, R. J., & Blodgett, A. T. (2016) · Routledge eBooks · doi:10.4324/9781315762012-17 · Cited by 16 · see citing works
Cassidy, T. G., Kidman, L., & Dudfield, O. (2015) · Qualitative Research in Sport Exercise and Health · doi:10.1080/2159676x.2015.1012545 · Cited by 15 · see citing works
Synthesizing qualitative research: meta-synthesis in sport and exercise
Williams, T. L., & Shaw, R. L. (2016) · Routledge eBooks · doi:10.4324/9781315762012-32 · Cited by 14 · see citing works
McMahon, J., MacDonald, A., & Owton, H. (2017) · Qualitative Research in Sport Exercise and Health · doi:10.1080/2159676x.2017.1311279 · Cited by 13 · see citing works
Horrocks, D. E., McKenna, J., Whitehead, A. E., Taylor, P. J., Morley, A. M., & Lawrence, I. (2016) · International Journal of Sports Science & Coaching · doi:10.1177/1747954116667105 · Cited by 12 · see citing works
Porter, A. C. (2012) · Routledge eBooks · doi:10.4324/9780203874769-10 · Cited by 12 · see citing works
A Question of Generalizability
Stephens, M. (1982) · Theory & Research in Social Education · doi:10.1080/00933104.1982.10506121 · Cited by 9 · see citing works
Assessing the sociology of sport: On theory and method
Loy, J. W. (2015) · International Review for the Sociology of Sport · doi:10.1177/1012690214538626 · Cited by 7 · see citing works
Knowledge, not numbers: qualitative research and impact in sport, exercise and health
Kay, T. (2016) · Routledge eBooks · doi:10.4324/9781315762012-45 · Cited by 7 · see citing works
McMahon, J. (2016) · eCite Digital Repository (University of Tasmania) · doi:10.4324/9781315762012.ch23 · Cited by 6 · see citing works
(1892) · BMJ · doi:10.1136/bmj.2.1655.647 · Cited by 4 · see citing works
Conversation analysis in sport and exercise
Cosh, A. L. A. S. (2016) · Routledge eBooks · doi:10.4324/9781315762012-30 · Cited by 2 · see citing works
Knight, C. J. (2016) · Routledge eBooks · doi:10.4324/9781315762012.ch31 · Cited by 2 · see citing works
Moving between worldviews: indigenous physical cultures through Indigenous eyes
Norman, M. E., & Hart, M. A. (2016) · Routledge eBooks · doi:10.4324/9781315762012-46 · Cited by 2 · see citing works
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“For example, Smith (2018) discuss how research fi ndings from one context might overlap with other situations and could also be used to create ethnodrama (the practice of transforming research into a playscript to convey a sense of the fi ndings to an audience) or docudrama (a televised or fi lm…”
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“However, our research has the potential value to be transferable whereby readers can discern the extent to which the findings are similar and different to their own situations [50].”
BackgroundReis, N. A., Kowalski, K. C., Mosewich, A. D., & Ferguson, L. J. (2022) · Qualitative Research in Sport, Exercise and Health · doi:10.1080/2159676x.2021.1920455 · Cited by 24 · see citing works
Wrapson, W., Dorrestein, M., Wrapson, J., Theadom, A., Kayes, N., Snell, D., Rutherford, S., Roche, M., Babbage, D. R., & Siegert, R. J. (2022) · Neuropsychological Rehabilitation · doi:10.1080/09602011.2021.1950777 · Cited by 12 · see citing works
- Authors
- Smith, B.
- Affiliations
- University of Birmingham (GB)
- Corresponding author
- Smith, Brett
- ORCID
- Smith, Brett
- Venue
- Qualitative Research in Sport, Exercise and Health
- Publisher
- Informa UK Limited
- Published
- 2017-10-23
- Volume
- 10
- Issue
- 1
- Pages
- 137-149
- ISSN
- 1939-8441 (ISSN-L)
- 2159-676X
- 2159-6778
- OpenAlex
- W2766601772
- Semantic Scholar
- fac00e7215910f875637ac162a0bcb2974994464
- Cited by
- 1,189
- References
- 80
- Citations by year
- 2026: 111 · 2025: 196 · 2024: 149 · 2023: 137 · 2022: 157 · 2021: 146 · 2020: 129 · 2019: 97 · 2018: 62 · 2017: 5
- FWCI
- 285.32
- Type
- journal article
- Language
- en
- Open access
- Licence
- cc-by
- Locations
- Qualitative Research in Sport Exercise and Health (publishedVersion)
- Durham Research Online (Durham University) (submittedVersion, cc-by)
- Funders
- Utah Agricultural Experiment Station
- Topics
- Social Sciences › Education › Qualitative Research Methods and Applications
- Social Sciences › Sociology and Political Science › Qualitative Research Methods and Ethics
- Social Sciences › Psychology › Developmental and Educational Psychology › Sport Psychology and Performance
- Keywords
- generalizability, qualitative research, transferability, sport and exercise science, research rigor
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