Data saturation in qualitative research: A literature review in entrepreneurship study from 2004–2024
Vol 8, Issue 12, 2024
VIEWS - 3219 (Abstract)
Abstract
This systematic literature review examines data saturation in qualitative research within the context of entrepreneurship studies from 2004 to 2024. Data saturation, a critical concept in ensuring the rigor of qualitative research, remains inadequately defined in terms of sample size and assessment criteria across various studies. This review synthesizes 11 empirical studies, focusing on strategies such as stopping criterion, code frequency counts, and comparative methods for determining saturation. It identifies sample sizes ranging from 7 to 39 interviews, with an average saturation occurring between 10 and 12 interviews. Furthermore, the study explores the influence of different sampling methods and homogeneity of study populations on saturation outcomes. Despite the reliability of existing methods, the findings underscore the need for greater transparency and consistency in reporting saturation criteria. The review offers valuable insights for entrepreneurial researchers aiming to design qualitative studies, emphasizing the importance of tailored saturation standards based on research objectives and methodologies. This research contributes to a clearer understanding of data saturation in entrepreneurial studies and highlights the necessity for further empirical investigation into saturation across diverse qualitative methods.
Keywords
Full Text:
PDFReferences
- Ashworth, C. J. (2012). Marketing and organisational development in e-SMEs: understanding survival and sustainability in growth-oriented and comfort-zone pure-play enterprises in the fashion retail industry. International Entrepreneurship and Management Journal, 8(2), 165–201. https://doi.org/10.1007/s11365-011-0171-6
- Bathaei, A., & Štreimikienė, D. (2023). Renewable Energy and Sustainable Agriculture: Review of Indicators. Sustainability, 15(19), 14307. https://doi.org/10.3390/su151914307
- Booth, A., Sutton, An., & Papaioannou, D. (2016). Systematic Approaches to a Successful Literature Review. In Journal of the Canadian Health Libraries Association / Journal de l’Association des bibliothèques de la santé du Canada (Second Edi, Vol. 34). SAGE Publications. https://us.sagepub.com/en-us/nam/systematic-approaches-to-a-successful-literature-review/book270933
- Calheiros-Lobo, N., Palma-Moreira, A., Au-Yong-Oliveira, M., & Ferreira, J. V. (2024). Internationalization of Small and Medium-Sized Enterprises: Best Practices and the Emerging Concept of Foreign Champion, an Empirical Investigation. Administrative Sciences, 14(8), 159. https://doi.org/10.3390/admsci14080159
- Carlsen, B., & Glenton, C. (2011). What about N? A methodological study of sample-size reporting in focus group studies. BMC Medical Research Methodology, 11(1), 26. https://doi.org/10.1186/1471-2288-11-26
- Che Nawi, N. R., Arshad, M. M., Krauss, S. E., & Ismail, I. A. (2022). Challenges faced by youth social entrepreneurs in Malaysia: career transition to become a social entrepreneur. European Journal of Training and Development, 46(3/4), 317–336. https://doi.org/10.1108/EJTD-02-2020-0021
- Cresswell, A. M., Pardo, T. A., & Canestraro, D. S. (2006). Digital capability assessment for eGovernment: A multi-dimensional approach. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 4084 LNCS, 293–304. https://doi.org/10.1007/11823100_26
- Echchakoui, S. (2020). Why and how to merge Scopus and Web of Science during bibliometric analysis: the case of sales force literature from 1912 to 2019. Journal of Marketing Analytics, 8(3), 165–184. https://doi.org/10.1057/s41270-020-00081-9
- Fallah, M. R., & Soori, M. (2023). Presenting a framework for the successful entry of women entrepreneurs into green entrepreneurship. Journal of Science and Technology Policy Management, 14(3), 467–486. https://doi.org/10.1108/JSTPM-03-2021-0041
- Francis, J. J., Johnston, M., Robertson, C., Glidewell, L., Entwistle, V., Eccles, M. P., & Grimshaw, J. M. (2010). What is an adequate sample size? Operationalising data saturation for theory-based interview studies. Psychology & Health, 25(10), 1229–1245. https://doi.org/10.1080/08870440903194015
- Glaser, B., & Strauss, A. (1967). Discovery of grounded theory: Strategies for qualitative research. Aldine Transaction.
- Guest, G., Bunce, A., & Johnson, L. (2006). How Many Interviews Are Enough? Field Methods, 18(1), 59–82. https://doi.org/10.1177/1525822X05279903
- Hennink, M. M., Kaiser, B. N., & Marconi, V. C. (2017). Code Saturation Versus Meaning Saturation. Qualitative Health Research, 27(4), 591–608. https://doi.org/10.1177/1049732316665344
- Hennink, M., & Kaiser, B. N. (2022). Sample sizes for saturation in qualitative research: A systematic review of empirical tests. Social Science & Medicine, 292. https://doi.org/10.1016/j.socscimed.2021.114523
- Howard, S., Alston, S., Brown, M., & Bost, A. (2023). Literature Review on Regulatory Frameworks for Addressing Discrimination in Clinical Supervision. Research on Social Work Practice, 33(1), 84–96. https://doi.org/10.1177/10497315221121827
- Irani, S., Modarresi, M., & Moghaddam, A. (2024). Unveiling the Drive to Create: Exploring the Motivation of Lifestyle Entrepreneurs in Iran. Interdisciplinary Journal of Management Studies, 17(2), 669–684. https://doi.org/10.22059/ijms.2023.350858.675491
- Jackson, M., Harrison, P., Swinburn, B., & Lawrence, M. (2015). Using a Qualitative Vignette to Explore a Complex Public Health Issue. Qualitative Health Research, 25(10), 1395–1409. https://doi.org/10.1177/1049732315570119
- Jekanyika Matanda, M. (2012). Internationalization of established small manufacturers in a developing economy: A case study of Kenyan SMEs. Thunderbird International Business Review, 54(4), 509–519. https://doi.org/10.1002/tie.21480
- Kerr, C., Nixon, A., & Wild, D. (2010). Assessing and demonstrating data saturation in qualitative inquiry supporting patient-reported outcomes research. Expert Review of Pharmacoeconomics & Outcomes Research, 10(3), 269–281. https://doi.org/10.1586/erp.10.30
- Mariani, M. M., Al-Sultan, K., & De Massis, A. (2023). Corporate social responsibility in family firms: A systematic literature review. Journal of Small Business Management, 61(3), 1192–1246. https://doi.org/10.1080/00472778.2021.1955122
- Marshall, B., Cardon, P., Poddar, A., & Fontenot, R. (2013). Does Sample Size Matter in Qualitative Research? A Review of Qualitative Interviews in is Research. Journal of Computer Information Systems, 54(1), 11–22. https://doi.org/10.1080/08874417.2013.11645667
- Molly, V., Arijs, D., & Lambrecht, J. (2018). Building and maintaining the family business-private equity relationship. Journal of Small Business and Enterprise Development, 25(1), 41–63. https://doi.org/10.1108/JSBED-02-2017-0051
- Morse, J. M. (2015). “Data Were Saturated.” Qualitative Health Research, 25(5), 587–588. https://doi.org/10.1177/1049732315576699
- Movahedi, R., & Farani, A. Y. (2012). Analysis of the barriers and limitations for the development of rural women’s entrepreneurship. International Journal of Entrepreneurship and Small Business, 15(4), 469. https://doi.org/10.1504/IJESB.2012.046476
- Orobia, L. A., Byabashaija, W., Munene, J. C., Sejjaaka, S. K., & Musinguzi, D. (2013). How do small business owners manage working capital in an emerging economy? Qualitative Research in Accounting & Management, 10(2), 127–143. https://doi.org/10.1108/QRAM-02-2012-0008
- Pan, J., & Lin, J. (2019). CONSTRUCTION OF NETWORK ENTREPRENEURIAL PLATFORM LEADERSHIP CHARACTERISTICS MODEL: BASED ON THE GROUNDED THEORY. Journal of Business Economics and Management, 20(5), 958–978. https://doi.org/10.3846/jbem.2019.10618
- Samer Ali, A.-S., & Rashid, A. A. (2024). The influencing factors of personality that affect entrepreneurship development among people with disabilities. Journal of Enterprising Communities: People and Places in the Global Economy, 18(3), 576–600. https://doi.org/10.1108/JEC-09-2022-0138
- Sandelowski, M. (1995). Sample size in qualitative research. Research in Nursing & Health, 18(2), 179–183. https://doi.org/10.1002/nur.4770180211
- Saunders, B., Sim, J., Kingstone, T., Baker, S., Waterfield, J., Bartlam, B., Burroughs, H., & Jinks, C. (2018). Saturation in qualitative research: exploring its conceptualization and operationalization. Quality & Quantity, 52(4), 1893–1907. https://doi.org/10.1007/s11135-017-0574-8
- Siksnelyte-Butkiene, I., Streimikiene, D., Balezentis, T., & Skulskis, V. (2021). A Systematic Literature Review of Multi-Criteria Decision-Making Methods for Sustainable Selection of Insulation Materials in Buildings. Sustainability, 13(2), 737. https://doi.org/10.3390/su13020737
- Siksnelyte-Butkiene, I., Streimikiene, D., Lekavicius, V., & Balezentis, T. (2021). Energy poverty indicators: A systematic literature review and comprehensive analysis of integrity. Sustainable Cities and Society, 67, 102756. https://doi.org/10.1016/j.scs.2021.102756
- Sim, J., Saunders, B., Waterfield, J., & Kingstone, T. (2018). Can sample size in qualitative research be determined a priori? International Journal of Social Research Methodology, 21(5), 619–634. https://doi.org/10.1080/13645579.2018.1454643
- Suddaby, R. (2006). From the Editors: What Grounded Theory is Not. Academy of Management Journal, 49(4), 633–642. https://doi.org/10.5465/amj.2006.22083020
- Trotter, R. T. (2012). Qualitative research sample design and sample size: Resolving and unresolved issues and inferential imperatives. Preventive Medicine, 55(5), 398–400. https://doi.org/10.1016/j.ypmed.2012.07.003
- van Rijnsoever, F. J. (2017). (I Can’t Get No) Saturation: A simulation and guidelines for sample sizes in qualitative research. PLOS ONE, 12(7), e0181689. https://doi.org/10.1371/journal.pone.0181689
- Vasileiou, K., Barnett, J., Thorpe, S., & Young, T. (2018). Characterising and justifying sample size sufficiency in interview-based studies: systematic analysis of qualitative health research over a 15-year period. BMC Medical Research Methodology, 18(1), 148. https://doi.org/10.1186/s12874-018-0594-7
- Vera-Baceta, M.-A., Thelwall, M., & Kousha, K. (2019). Web of Science and Scopus language coverage. Scientometrics, 121(3), 1803–1813. https://doi.org/10.1007/s11192-019-03264-z
- Ying, L., Fitzpatrick, J. M., Philippou, J., Huang, W., & Rafferty, A. M. (2021). The organisational context of nursing practice in hospitals in China and its relationship with quality of care, and patient and nurse outcomes: A mixed‐methods review. Journal of Clinical Nursing, 30(1–2), 3–27. https://doi.org/10.1111/jocn.15486
- Yonge, O., & Stewin, L. (1988). Reliability and validity: misnomers for qualitative research. In The Canadian journal of nursing research = Revue canadienne de recherche en sciences infirmieres (Vol. 20, Issue 2, pp. 61–67).
DOI: https://doi.org/10.24294/jipd.v8i12.9753
Refbacks
- There are currently no refbacks.
Copyright (c) 2024 Yongyu Lu, Mingwan Jian, Nur Sa’adah Muhamad, Mohd. Hizam-Hanafiah
License URL: https://creativecommons.org/licenses/by/4.0/
This site is licensed under a Creative Commons Attribution 4.0 International License.