Submitted:
08 June 2025
Posted:
11 June 2025
You are already at the latest version
Abstract
Keywords:
Background
Overview
Current Practices and Limitations
- 1.
- Reliance on Framework and Thematic Analysis
- 2.
- Underutilisation of Computational Tools
- 3.
- Limited Integration with Quantitative Data
- 4.
- Focus on Lived Experiences
Innovations in Qualitative Methods
- 1.
- Integration of Big Data Analytics
- 2.
- Dynamic Frameworks
- 3.
- Mixed Methods Approaches
- 4.
- Participatory and Co-creation Models
- 5.
- Data Visualisation Techniques
- 6.
- Intersectionality
- 7.
- Innovative Interview Techniques
- 8.
- Digital Ethnography
- 1.
- Participatory Action Research (PAR)
- 2.
- Longitudinal studies
- 3.
- Integration of mixed-methods
- 4.
- Ethnophysiological approaches
Case Studies of Innovative Applications
- Healthcare Systems Analysis
- Educational Policy Development
- Community-Based Research
Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| NLP | Natural Language Processing |
| PMDD | Premenstrual Dysphoric Disorder |
| PAR | Participatory Action Research |
| GDPR | General Data Protection Regulation |
References
- Braun V, Clarke V. Reflexive thematic analysis: A practical guide. Qual Res Psychol. 2019;36(2):1–10.
- Cargo M, Mercer SL. The value and challenges of participatory research: Strengthening its practice. Annu Rev Public Health. 2008;29:325–50. Available online: https://pubmed.ncbi.nlm.nih.gov/18173388/.
- Charmaz, K. Constructing grounded theory: A practical guide through qualitative analysis. London: SAGE Publications; 2006.
- Ghorpade VK, Salvi SN. Enhancing healthcare through evidence-based practice: A comprehensive review. Saudi J Nurs Health Care. 2024;7(01):1–2. Available online: https://saudijournals.com/media/articles/SJNHC_71_1-2.pdf.
- Creswell JW, Plano Clark VL. Designing and conducting mixed methods research. 3rd ed. Los Angeles: Sage; 2017. 520 p. ISBN: 978-1483344379.
- Collaço N, Wagland R, Alexis O, Gavin A, Glaser A, Watson EK. Using the Framework Method for the analysis of qualitative dyadic data in health research. Qual Health Res. 2021;31(8):1555–64. Available online: https://pmc.ncbi.nlm.nih.gov/articles/PMC8278550/.
- Mertens, D. Research and evaluation in education and psychology: Integrating diversity with quantitative, qualitative, and mixed methods. 4th ed. Thousand Oaks, CA: Sage Publications; 2015. p. 332.
- Roberts ME, Stewart BM, Tingley D, Lucas C. Computational social science: uncovering the patterns in qualitative data. Annu Rev Sociol. 2021;47:21–43.
- De Lanerolle G, Phiri P, Haroon A. Research ethics and supporting evolving research. In: De Lanerolle G, editor. Clinical Trials and Tribulations. 1st ed. Amsterdam: Elsevier; 2021. p. 87–96.
- Chen J, Chakraborty A. NLP in healthcare systems: Bridging qualitative insights with data analysis. Technol Healthc Innov. 2019;11(2):78–90.
- Sibley LM, Morrison J. Maternal and child health in rural Sub-Saharan Africa: Community-based participatory research. Int J Health Serv. 2014;44(3):391–407.
- Thomas J, Harden A. Methods for the thematic synthesis of qualitative research in systematic reviews. BMC Med Res Methodol. 2008;8:1–10. Available online: https://bmcmedresmethodol.biomedcentral.com/articles/10.1186/1471-2288-8-45.
- Zhang T, Schoene AM, Ji S, Ananiadou S. Natural language processing applied to mental illness detection: a narrative review. npj Digit Med. 2022;5(1):1–13. Available online: https://www.nature.com/articles/s41746-022-00589-7.
- Jaam M, Hadi MA, Kheir N, Ibrahim MIM, Diab MI, Al-Abdulla SA, et al. A qualitative exploration of barriers to medication adherence among patients with uncontrolled diabetes in Qatar: Integrating perspectives of patients and healthcare providers. Patient Prefer Adherence. 2018;12:2205–16. Available online: https://pmc.ncbi.nlm.nih.gov/articles/PMC6200070/.
- Sivarajah U, Kamal MM, Irani Z, Weerakkody V. Critical analysis of Big Data challenges and analytical methods. J Bus Res [Internet]. 2017;70:263–86. [CrossRef]
- Holst AS, Jacques-Aviñó C, Berenguera A, Pinzón-Sanabria D, Valls-Llobet C, Munrós-Feliu J, et al. Experiences of menstrual inequity and menstrual health among women and people who menstruate in the Barcelona area (Spain): a qualitative study. Reprod Health [Internet]. 2022;19(1):1–16. [CrossRef]
- Celentano DD. Social Networks and Health: Models, Methods, and Applications: By Thomas W. Valente. Am J Epidemiol. 2010;172(4):488. Available online: https://academic.oup.com/aje/article-abstract/172/4/488/85778.
- Creswell JW, Clark VLP. Transformative mixed methods for healthcare research. Health Policy Res J. 2017;4(1):15–27.
- Roberts ME, Lucas C. Applications of natural language processing in health research. Comput Sociol Rev. 2021;19(2):121–36.
- Braun V, Clarke V. Dynamic frameworks in health research: Reflexive approaches to complex issues. Psychol Health. 2019;28(3):67–78.
- Charmaz, K. Narrative-centered approaches to grounded theory in healthcare. Med Sociol Q. 2006;9(4):187–209.
- Schrager S, Williams M, Ward E, Henningfield MF, Yuroff A, Johnson G, et al. African American women’s experiences of menopause: A focus group study. Maturitas. 2024;187:108043. Available online: https://pubmed.ncbi.nlm.nih.gov/38905863/. [CrossRef]
- Smith L, Clarke V. Cultural norms and reflexivity in women’s health studies. Glob Women’s Health J. 2020;12(4):92–110.
- Ryan S, Ussher JM, Hawkey A. Managing the premenstrual body: a body mapping study of women’s negotiation of premenstrual food cravings and exercise. J Eat Disord [Internet]. 2021;9(1):1–14. [CrossRef]
- Cargo M, Mercer SL. Engaging marginalized groups in research: Participatory models for success. Public Health Q. 2008;45(2):321–30.
- Sibley LM. Innovative community-based health interventions for women in low-resource settings. Matern Health Rev. 2014;5(3):145–60.
- Valente TW. Network analysis and health outcomes: A global perspective. Health Policy Stud J. 2010;34(1):55–67.
- Creswell JW. Quantitative and qualitative insights in postpartum research. Womens Health Dev Q. 2017;29(1):17–33.
- Braun V, Clarke V. Reflexivity and intersectionality in research design. Intersectional Health Policy Rev. 2019;14(1):41–50.
- Thomas J, Harden A. Interactive dashboards for thematic synthesis. J Data Sci Health. 2008;22(3):56–77.
- Gale NK. Framework method and healthcare policy: Applications and challenges. Policy Res Med. 2013;9(4):245–58.
- Sofaer S. Qualitative methods: what are they and why use them? Health Serv Res. 1999;34(5 Pt 2):1101–18. PMID: 10591275; PMCID: PMC1089055.
- Busetto L, Wick W, Gumbinger C. How to use and assess qualitative research methods. Neurol Res Pract. 2020;2(1).
- De Lanerolle G, Phiri P, Haroon A. Data science and clinical informatics. In: De Lanerolle G, editor. Clinical Trials and Tribulations. 1st ed. Amsterdam: Elsevier; 2021. p. 87–96.
- NHS England. Bitesize guide: Qualitative research [Internet]. NHS England; 2017. Available online: https://www.england.nhs.uk/wp-content/uploads/2017/04/bitesize-guide-qualitative-research.pdf (accessed on 9 January 2025).
- Sanchez M, Fenton M, Burrows R, et al. Limited understanding of women’s health experiences and needs can lead to health disparities. PMC [Internet]. Available online: https://pmc.ncbi.nlm.nih.gov/articles/PMC5310813/#:~:text=Limited%20understanding%20of%20women’s%20health%20experiences%20and%20needs%20can%20lead,health%20experiences%20of%20underserved%20women.
- Gjellestad M, Enehaug H, Haraldstad K, Nilsen V, Helmersen M. Women’s health at work: a qualitative study on women’s health issues in relation to work participation. Experiences and perspectives from female teachers and managers in Norwegian high schools. BMC Public Health. 2024;24(1):1–15.
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
