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Qualitative data analysis for applied policy research
Abstract
The last two decades have seen a notable growth in the use of qualitative methods for applied social policy research. Qualitative research is now used to explore and understand a diversity of social and public policy issues, either as an independent research strategy or in combination with some form of statistical inquiry. The wider use of qualitative methods has come about for a number of reasons but is underpinned by the persistent requirement in social policy fields to understand complex behaviours, needs, systems and cultures.
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“Consequently, we adopted framework analysis (Ritchie and Spencer, 2002; Goldsmith, 2021), a form of directed content analysis wherein researchers first familiarise themselves with the data, develop an analytical framework, and subsequently index data according to this framework.”
From Vibe coding: programming through conversation with artificial intelligence (2025) · cites this paper as Ritchie and Spencer, 2002
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- Bulmer, M. (1982) The Uses of Social Research, London: Allen & Unwin. · DOI
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Items 301–400 of 1,131
Matungwa, L. E., Kegamba, J. J., Kisingo, A. W., & Masuruli, M. B. (2024) · African Geographical Review · doi:10.1080/19376812.2024.2318752 · Cited by 8
“The proposed solutions to reduce livestock incursions into SNP were first summarized in key points by categorizing the participants’ ideas as outlined by Patton (2002) and Ritchie and Spencer (2002).”
Koatz, D., Torres‐Castaño, A., Salrach-Arnau, C., Perestelo‐Pérez, L., Ramos‐García, V., González‐González, A. I., Pacheco‐Huergo, V., Toledo‐Chávarri, A., González‐Pacheco, H., & Orrego, C. (2024) · BMC Medical Education · doi:10.1186/s12909-024-05061-6 · Cited by 5
“It involved a qualitative design [33, 34] and a descriptive quantitative approach for main platform metrics.”
Almarhabi, M., Cornish, J., Raleigh, M., & Philippou, J. (2024) · Nurse Education Today · doi:10.1016/j.nedt.2024.106092 · Cited by 4
McGowan, L. J., Graham, F., Lecouturier, J., Goffe, L., Echevarria, C., Kelly, M. P., & Sniehotta, F. F. (2024) · Journal of Medical Internet Research · doi:10.2196/56494 · Cited by 9
“Interview transcripts were analyzed thematically and structured using the framework approach [31,32].”
Muchiri, J. W., Gericke, G. J., & Rheeder, P. (2024) · South African Journal of Clinical Nutrition · doi:10.1080/16070658.2023.2295497 · Cited by 6
“We used framework analysis 20,21 because we explored a priori categories while also allowing for emergent categories.”
Occupational Therapy and Public Safety Personnel: Return to Work Practices and Experiences
Edgelow, M., Petrovic, A., Gaherty, C., & Fecica, A. (2023) · Canadian Journal of Occupational Therapy · doi:10.1177/00084174231222075 · Cited by 9
“As in the chart review phase, Ritchie and Spencer ’ s (2002) fi ve key stages were used to guide analysis.”
MethodInfluentialDrennan, V., Halter, M., Taylor, F., Gabe, J., & Jarman, H. (2023) · BMC Health Services Research · doi:10.1186/s12913-023-10220-4 · Cited by 7
“Transcripts were thematically analysed that allowed for deductive (theory framed) and inductive (data driven) approach [36].”
MethodOliver, S. R., Dickson, K., & Bangpan, M. (2023) · Health Research Policy and Systems · doi:10.1186/s12961-023-01051-0 · Cited by 10
“Our earlier work, where we adapted framework analysis [93] to systematic reviewing [78, 84], proved particularly helpful for supporting review and policy teams construct frameworks for reviewing emerging literatures more generally [71, 77].”
MethodPatient and caregiver experiences of living with dementia in Tanzania
Walker, J., Dotchin, C. L., Breckons, M., Fisher, E., Lyimo, G., Mkenda, S., Walker, R., Urasa, S. J., Rogathi, J. J., & Spector, A. E. (2023) · Dementia · doi:10.1177/14713012231204784 · Cited by 7
“Data analysis followed a fi ve-step Framework analysis process, described by Ritchie and Spencer (Ritchie & Spencer, 1994): (1) familiarisation with transcripts, (2) identifying key concepts and themes to form the basis of a thematic framework (later re fi ned throughout the analysis stage), (3)…”
MethodSarhan, M. M., & Alwadi, M. A. M. (2023) · BMC Medical Education · doi:10.1186/s12909-023-04802-3 · Cited by 6
“As per Ritchie and Spencer [15], the data saturation point was reached after data was collected from 23 participants, and no additional participants thus needed to be recruited.”
BackgroundRobot Teleoperation Design Requirements from End Users in Nuclear Facilities
Kenan, A., Bremner, P. A., & Giuliani, M. (2025) · IEEE/RJS International Conference on Intelligent RObots and Systems · doi:10.1109/iros60139.2025.11246717 · Cited by 6
“…analysis results were used to quantify the occurrence of specific themes, and these findings were then merged with the framework analysis method [40] to provide a comprehensive understanding of the operators’ requirements, ensuring both the frequency and context of identified themes were…”
Murray, L., Doherty, N. N., & Adair, P. (2025) · Children · doi:10.3390/children12091159 · Cited by 8
“The study employs a qualitative approach to explore the impact of child hospitalisation on the family system, using framework analysis [43–45].”
Hamilton, S., Boehnke, J. R., Humphrey, N., & Qualter, P. (2025) · PLoS ONE · doi:10.1371/journal.pone.0328482 · Cited by 7
“Care was taken to accurately effect the attitudes, beliefs, and values of the participants in the context that data were generated [143] as far as possible, with the awareness that the knowledge gained is imperfect, and qualitative research is a joint construction between researchers and…”
InfluentialPolicy gaps regarding social homecare in the context of end-of-life; a policy document analysis
Elliott-Button, H., Mwaba, K., Bayley, Z., Bothma, J., Forward, C., Hussain, J., Krygier, J., Pearson, M., Taylor, P., White, C., et al. (2025) · BMC Palliative Care · doi:10.1186/s12904-026-02143-8 · Cited by 6
“Quotes were subjected to Framework Analysis [17, 18].”
Hanafiah, M. H., Muttaqim, H., Wiyata, & Yulianto, E. (2025) · Local Environment : the International Journal of Justice and Sustainability · doi:10.1080/13549839.2025.2519357 · Cited by 6
“The study employed in-depth semi-structured interviews to gather data as proposed by Ritchie and Spencer (2002).”
Northcott, S., Comer, A., Roper, A., Davis, L., & Hilari, K. (2025) · Health Expectations · doi:10.1111/hex.70303 · Cited by 6
“Subsequently, a researcher not involved in the workshops (A.C.) independently analysed the notes from all four workshops and also contemporaneous email correspondence, using Framework Analysis [22].”
Ellins, J., Daniel, K., & Sidhu, M. S. (2025) · Journal of Health Services Research & Policy · doi:10.1177/13558196251340549 · Cited by 4
“21 This is a structured process for qualitative analysis speci fi cally developed for applied and policy-relevant research; it involves familiarisation, identi fi cation of a preliminary thematic framework, coding, charting and interpretation.”
Devlin, D., Paraskevas, A., & Papatheodorou, A. (2025) · Tourism Planning & Development · doi:10.1080/21568316.2025.2474466 · Cited by 6
“Framework Analysis was used to analyse the interview data (Ritchie & Spencer, 2002).”
Oyando, R., Kagwanja, N., Diallo, B. A., Hassan, S., Badjie, J., Lucinde, R. K., Mumba, N., Kinyanjui, S., Perel, P., Etyang, A. O., et al. (2025) · PLOS Global Public Health · doi:10.1371/journal.pgph.0004324 · Cited by 5
“We used a framework approach to analyse transcripts, which involved five steps: familiarization, development of a thematic framework, coding, charting, and interpretation [62].”
Engdawork, K., D’Ambruoso, L., Hailu, T., Yared, M., Geletu, G. M., Baraki, S. G., Sebsibe, E., & Abbott, P. (2025) · Frontiers in Sociology · doi:10.3389/fsoc.2024.1488619 · Cited by 7
“To organise and analyse the interview data, and structure interpretation, we used framework analysis (Goldsmith, 2021; Ritchie and Spencer, 1994).”
Turner, S., Nash, C., Goodwin, J., Smith, J., Fairhurst, C., & Cadwgan, J. (2025) · Journal of Evaluation In Clinical Practice · doi:10.1111/jep.70011 · Cited by 6
“Open ‐ ended responses from the questionnaire were analysed using the ICF framework [21].”
Scoles, L. H., Mylonas, N., Priyam, A., Blood, S., O'Donnell, A. J., Drummond, C., Lovell, K., & Kaar, S. J. (2025) · Alcohol and Alcoholism · doi:10.1093/alcalc/agaf003 · Cited by 7
“Therefore, interview data were analysed with the Framework Analysis approach (Ritchie and Spencer 1994) using CFIR constructs to create a codebook in NVivo 12.”
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“In template analysis, provisional codes and their definitions are applied and then revised in response to the data through several cycles of coding to form a template (King & Brooks, 2018; Ritchie & Spencer, 1994).”
Molapisi, G., & Phasha, N. (2024) · South African Journal of Education · doi:10.15700/saje.v44ns1a2503 · Cited by 8
“Thus, the researcher needs to structure the data and provide coherence (Ritchie & Spencer, 2002) to facilitate its analysis through transcribing, coding, and forming themes.”
Strategic analysis of Iran’s climate resilient health system
Mosadeghrad, A., Afshari, M., Dehnavi, H., Keliddar, I., Zahmatkesh, M., Isfahani, P., Sharifi, T., Shahsavani, A., Ostadtaghizadeh, A., Abbasabadi-Arab, M., et al. (2024) · BMC Health Services Research · doi:10.1186/s12913-024-11621-9 · Cited by 6
“Ritchie and Spencer’s framework analysis method, including familiarization; identifying a framework; indexing; charting; and mapping and interpretation, was used for data analysis [21].”
MethodHeath, G., Screti, C., & Knibb, R. C. (2024) · Journal of Child Health Care · doi:10.1177/13674935241287865 · Cited by 6
“Interviews were transcribed, anonymised, and analysed using Framework Analysis (Ritchie and Spencer, 1994).”
Pomfret, G., Frost, W., & Frost, W. (2024) · Annals of Leisure Research · doi:10.1080/11745398.2024.2358776 · Cited by 5
“The second stage involved developing a thematic framework to refine the data; ‘to identify the key issues, concepts and themes according to which the data can be examined and referenced’ (Ritchie and Spencer 1994, 179–180).”
InfluentialA rapid mixed-methods assessment of Libya’s primary care system
Allen, L., Hatefi, A., Kak, M., Herbst, C. H., Mallender, J., & Karem, G. (2024) · BMC Health Services Research · doi:10.1186/s12913-024-11121-w · Cited by 6
“We performed a deductive framework analysis, using the applied policy research approach initially developed by the Social and Community Planning Research Institute [7].”
MethodImproving the quality of allied health placements: student, educator and organisational preparedness
Bell, A., Dario, A. B., Klinner, C., Nisbet, G., Penman, M., Storer, D., & Monrouxe, L. (2024) · Studies in Continuing Education · doi:10.1080/0158037x.2024.2360495 · Cited by 6
“We used a team-based primary-level framework approach (Ritchie and Spencer 1994) to determine themes.”
Women's Experiences of Consultation: Negotiating Conflicting Models of Birth
Murray-Davis, B. (2024) · Canadian Journal of Midwifery Research and Practice · doi:10.22374/cjmrp.v7i2.145 · Cited by 6
Disability Inclusion and Pandemic Policymaking in South Africa: A Framework Analysis
Sherry, K., Ned, L., & Engelbrecht, M. (2024) · Scandinavian Journal of Disability Research · doi:10.16993/sjdr.1066 · Cited by 6
“Framework analysis is a structured method of qualitative data analysis, using an a priori set of themes or concepts (in contrast to the inductive methods more typical of qualitative research) (Ritchie & Spencer 1994).”
MethodSammut, D., Lees-Deutsch, L., Ali, L., Imasogie, J., Nkundo, L., & Hallett, N. (2024) · Journal of Clinical Nursing · doi:10.1111/jocn.17218 · Cited by 6
“Data were analysed using the framework approach (Ritchie & Spencer, 1994) involving five steps: (1) data familiarisation, (2) framework construction, (3) indexing and sorting, (4) data display and summary and (5) mapping and interpretation.”
Ekbäck, E., Rådmark, L., Molin, J., Strömbäck, M., Midgley, N., & Henje, E. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2024.1393066 · Cited by 9
“Also, methodological and epistemological triangulation was used by performing framework analysis (51).”
MethodOgugu, E. G., Bidwell, J., Ruark, A., Butterfield, R. M., Weiser, S. D., Neilands, T. B., Mulauzi, N., Rambiki, E., Mkandawire, J., & Conroy, A. A. (2024) · International Journal for Equity in Health · doi:10.1186/s12939-024-02181-9 · Cited by 6
“We analyzed data at the individual and dyadic levels using framework analysis, which involves using data matrices to organize data by themes and cases [42].”
MethodThe imbalance case in multilingualism practices at Pesantren: Students’ voices
Muhammad, F. R., & Purbani, W. (2024) · Indonesian Journal of Education and Pedagogy · doi:10.61251/ijoep.v1i1.42 · Cited by 6
“…transcription, the researchers evaluated the data using framework analysis, where they identified the data from what the respondents had experienced of the policies in a certain time, how they perceive them during those periods of time, and what do they expect from them (Ritchie & Spencer, 1994).”
MethodThe impact of climate change on respiratory care: A scoping review
Lewy, J. R., Karim, A. N., Lokotola, C. L., Shannon, C., Prescott, H. C., Rice, M. B., Nadeau, K. C., Shankar, H., & Rabin, A. S. (2024) · The Journal of Climate Change and Health · doi:10.1016/j.joclim.2024.100313 · Cited by 7
“The author group sorted articles to identify major themes according to descriptors and fi ndings to generate a thematic synthesis [24 − 26].”
Cox, A., Ip, A., Watkin, S., Matuska, G., Bunford, S., Gallagher, A. M., & Taylor, C. (2024) · Midwifery · doi:10.1016/j.midw.2024.104001 · Cited by 6
What Conversation Topics are Meaningful to People with Aphasia? A qualitative study
Devane, N., Buxton, S., Fox, C., Marshall, J., Staunton, D., Whiddett, J., Wilson, S., & Hilari, K. (2024) · Aphasiology · doi:10.1080/02687038.2024.2319364 · Cited by 6
Hoogenboom, M., Yerkes, M. A., & Kruijswijk, W. (2024) · International Journal of Care and Caring · doi:10.1332/23978821y2024d000000027 · Cited by 6
“This method is also known as ‘deductive qualitative analysis’ (see, for example, Gilgun, 2010), ‘analytical generalization’ (Yin, 2009), the ‘template approach’ (Crabtree and Miller, 1999) and the ‘framework approach’ (Ritchie and Spencer, 1993).”
van Roode, M. Y., Ribeiro, C. D. S., Farag, E., Nour, M., Moustafa, A., Ahmed, M., Haringhuizen, G. B., Koopmans, M., & van de Burgwal, L. (2024) · BMC Infectious Diseases · doi:10.1186/s12879-024-09054-0 · Cited by 10
“The researchers followed five predetermined steps: familiarization, identifying the thematic framework, data indexing, data charting, data mapping and data interpretation [15].”
BackgroundMethodUnderstanding Barriers and Facilitators to Integrated HIV and Hypertension Care in South Africa
Johnson, L., Khan, S. H., Ali, M. K., Galaviz, K., Waseem, F., Ordóñez, C., Siedner, M., Nyatela, A., Marconi, V. C., & Lalla-Edward, S. (2024) · Research Square · doi:10.21203/rs.3.rs-3885096/v1 · Cited by 6
“MAXQDA22 was used to conduct a two-stage framework analysis (37).”
Hughes, T., McFadden, A., Whittaker, A., Boardman, J. P., & Marryat, L. (2024) · BMC Pregnancy and Childbirth · doi:10.1186/s12884-024-06265-w · Cited by 5
“Framework analysis [17] was used within NVIVO v12 to analyse interview data.”
MethodRehabilitation of post‐stroke aphasia in Ghana
Kankam, K. S., & Murray, L. L. (2023) · International Journal of Language & Communication Disorders · doi:10.1111/1460-6984.13000 · Cited by 7
“Data analysis is the process of providing coherence and structure to the cumbersome data collected (Ritchie & Spencer, 2002).”
MethodLeather, J. Z., Keyworth, C., Kapur, N., Campbell, S., & Armitage, C. J. (2023) · BMC Nursing · doi:10.1186/s12912-023-01360-3 · Cited by 7
“Deductive (first level) coding was used to identify, record, and categorise occurrences of TDF domains in the data (i.e.: directed content analysis; [49, 50]).”
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“Qualitative data were organised using Microsoft Excel and analysed using a framework analytic approach and NPT-informed coding matrices derived from NPT guidance NPT for developing and evaluating complex interventions [35–37].”
Methodvon der Lühe, V., Roos, M., Löbberding, M., Scholten, N., Müller, W., Hellmich, M., Simić, D., Köpke, S., & Dichter, M. (2023) · BMC Geriatrics · doi:10.1186/s12877-023-04560-3 · Cited by 7
“For analysing the qualitative data (interviews and focus groups), we will conduct a thematic framework analysis [71] with a deductive-inductive approach based on the logic model.”
MethodGunn, P. J. G., Read, S., Dickinson, C., Fenerty, C. H., & Harper, R. A. (2023) · Eye · doi:10.1038/s41433-023-02820-5 · Cited by 6
“Data was analysed using the framework method for analysis of qualitative data [22].”
BackgroundMethodInfluentialBatten, M., Koerner, J., Kosari, S., Naunton, M., Lewis, J., & Strickland, K. (2023) · BMC Health Services Research · doi:10.1186/s12913-023-10172-9 · Cited by 6
“For this study, the qualitative data was analysed using Ritchie and Spencer’s framework analysis approach [37] with data deductively mapped to applicable moderating factors described in Hasson’s conceptual framework for implementation fidelity.”
MethodJäger, M., Terry, J., & Rance, J. (2021) · International Journal of Osteopathic Medicine · doi:10.1016/j.ijosm.2021.12.004 · Cited by 6
Toward the institutionalization of social sustainability
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SRL Proxemics: Spatial Guidelines for Supernumerary Robotic Limbs in Near-Body Interactions
Zhou, H.-Y., Fan, C.-A., Dong, Y., Takashita, S., Inami, M., Sarsenbayeva, Z., & Withana, A. (2026) · International Conference on Human Factors in Computing Systems · doi:10.1145/3772318.3790532 · Cited by 5
“To enable cross-participant comparison and design translation, we applied the Framework Method for matrix-based charting and alignment [34, 103].”
Malabanan, I., Lavieri, P., Mateo-Babiano, I., Ahmed, W., & Vos, J. D. (2026) · Journal of Transport Geography · doi:10.1016/j.jtrangeo.2025.104453 · Cited by 5
Demont, A., Daudier, O., & Tourjansky, Y. (2025) · Physiotherapy Theory and Practice · doi:10.1080/09593985.2025.2594577 · Cited by 2
“Data were analyzed using the Framework Method by Ritchie and Spencer (Klapwijk and Boeije, 2010).”
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“The interviews were analysed thematically using an approach based on framework analysis [100].”
Pollice, G., Bodini, C. F., Menchetti, M., Mosto, D. D., Negrogno, L., Betti, L., Furlan, M., & Quaranta, I. (2025) · Community Mental Health Journal · doi:10.1007/s10597-025-01513-5 · Cited by 5
“Data analysis followed a deductive–inductive logic and was conducted using a framework analysis approach (Ritchie & Spencer, 1994) , which allowed for both structured 12 PSWs—provided comments on the findings.”
Wilson, S., Beswick, E., Morrell, R., Bhogal, S., Tolley, C. L., Whitfield, T. J., Wing, K., Ardle, R. M., Hassan, N., Walker, Z., et al. (2025) · BMC Digital Health · doi:10.1186/s44247-025-00191-3 · Cited by 7
“Transcripts were uploaded to N-Vivo (QSR, version 14.23.2) to assist with analysis via an inductive and deductive framework approach [27, 28].”
InfluentialMelchiorre, M. G., Socci, M., Lamura, G., & Quattrini, S. (2025) · BMC Geriatrics · doi:10.1186/s12877-025-06083-5 · Cited by 6
“Finally, interpretations/explanations of the qualitative results from the interviews were provided, with regular/ frequent discussions among researchers also to solve possible disagreements (by MGM, SQ, MS, and GL) [62].”
Papiernik, P., Dzula, S., Zimanyi, M., Millgate, E., Bouazzaoui, M., Buttimer, J., Warren, G., Cooper, E., Catarino, A., Mehew, S., et al. (2025) · JMIR Human Factors · doi:10.2196/76377 · Cited by 6
“The framework method [48,49] was used to explore patterns between preintervention expectations and postintervention experiences.”
Mahmood, N., McEachan, R., Lockyer, B., Parekh, C., Cartwright, C., Balaz, D., Akhtar, G., Hall, J., Batty, L., Amin, T., et al. (2025) · NIHR Open Research · doi:10.3310/nihropenres.13886.1 · Cited by 4
Chen, S., Zhong, C. C., Li, H., Li, X., Fung, H. W., Wang, L., Wu, G.-T., Jiang, X.-Y., & Yeung, W.-F. (2025) · JMIR Formative Research · doi:10.2196/74047 · Cited by 6
“The analysis process followed several systematic steps [38,39]: 1.”
Macdonald, S., Hewitt, G., Jones, S., Rees, A., Brown, R., Anthony, R. E., & Evans, R. E. (2025) · Children & Society · doi:10.1111/chso.12951 · Cited by 5
“Consultation notes and the transcripts were then analysed using Framework Analysis (Ritchie and Spencer 1994; Gale et al. 2013; Parkinson et al. 2016).”
Bray, E., Brough, R., Jones, R., Burridge, L., Geraghty, T., Mitchell, J., Hogan, C., Amsters, D., Watter, K., Ungerer, G., et al. (2025) · Disability and Rehabilitation · doi:10.1080/09638288.2025.2476037 · Cited by 5
Fox, C. L., & Riley, M. (2025) · Sex Education : Sexuality, Society and Learning · doi:10.1080/14681811.2025.2466155 · Cited by 5
“The following five stages of analysis were followed, as outlined by Ritchie and Spencer (1994): familiarisation (stage 1); identifying a framework (stage 2); indexing (stage 3); charting (stage 4); and mapping and interpretation (stage 5).”
Harrison, D. (2025) · Public Management Review · doi:10.1080/14719037.2025.2464751 · Cited by 5
Savory, B., Thompson, C., Hassan, S., Adams, J. M., Amies‐Cull, B., Chang, M., Derbyshire, D. W., Keeble, M., Liu, B., Medina‐Lara, A., et al. (2025) · Social Science & Medicine · doi:10.1016/j.socscimed.2025.117810 · Cited by 5
“Transcripts were imported into NVivo 12 software for coding and data were analysed using Framework Analysis (Ritchie and Spencer, 1994).”
Schwerdtle, P. N., Moo, E., Pae, C., Shinee, E., Wegerdt, J., Ali, A., Thondoo, M., & Bowen, K. (2024) · The Journal of Climate Change and Health · doi:10.1016/j.joclim.2024.100376 · Cited by 5
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“As such, the steps in the analysis combined Ritchie and Spen-cer’s framework approach with Braun and Clark’s thematic analysis approach (Ritchie and Spencer, 1994; Braun and Clarke, 2021).”
Donovan, T., Carter, H. E., McPhail, S., & Abell, B. (2024) · Implementation Science Communications · doi:10.1186/s43058-024-00648-y · Cited by 8
“Table 1 outlines how we performed Gale’s seven stages of framework analysis in the context of this study [24].”
MethodSchumann, M., Peppler, L., Beck, P., & Schenk, L. (2024) · BMC Nursing · doi:10.1186/s12912-024-02383-0 · Cited by 13
“Focus groups are either homogeneous or heterogeneous, depending on the socio-cultural, educational and professional background of the participants and their experiences and attitudes [41, 42].”
BackgroundMethodChong, S. C. S., Lim, G., Machon, K., Mugwagwa, H., Johnson, J., Gautier, R. L., & Power, J. (2024) · Culture Health & Sexuality · doi:10.1080/13691058.2024.2408353 · Cited by 5
“…11.0, and manually coded by GL and SC. Data were analysed using framework analysis, and the authors engaged in the 5-step process of: (i) familiarisation, (ii) thematic framework identification, (iii) indexing, (iv) charting, and finally (v) mapping and interpretation (Ritchie and Spencer 1994).”
InfluentialHow does Kailo work to improve adolescent mental health? A developmental realist evaluation protocol
Kennedy, L., March, A., Harris, J., Allen, K., Santos, G. H., Davies, K., Malhotra, T., Joshi, K., Hobbs, T., Fonagy, P., et al. (2024) · Wellcome Open Research · doi:10.12688/wellcomeopenres.22946.1 · Cited by 4
Ivory, A., Arelingaiah, M., Janardhana, N., Bhola, P., Hugh-Jones, S., & Mirzoev, T. (2024) · Health Research Policy and Systems · doi:10.1186/s12961-024-01184-w · Cited by 5
“All data from the documents and interviews was subjected to framework analysis [34, 35], which involves stages of (1) familiarization, (2) identifying a thematic framework, (3) indexing, (4) charting and (5) mapping and interpretation.”
MethodHall, J., Stewart, C., Stoneman, B., Bicknell, T., Lovell, H., Duncan, H., Stephenson, J., & Barrett, G. (2024) · European Journal of Midwifery · doi:10.18332/ejm/188118 · Cited by 5
Glass ceiling in Nigeria’s banking sector: perspectives of senior male employees
Pepple, D., Oseghale, R. O., & Nmecha, E. (2024) · Gender in Management An International Journal · doi:10.1108/gm-07-2022-0258 · Cited by 7
Foster‐Collins, H., Calitri, R., Tarrant, M., Orr, N., Whear, R., & Lamont, R. A. (2024) · Ageing and Society · doi:10.1017/s0144686x23000892 · Cited by 7
“This analysis was based on framework analysis (Ritchie et al ., 1994, 2013), a systematic type of thematic analysis commonly employed in health-related research (Lacey and Luff, 2001).”
Griffiths, A., Cunha, I., Mikhaylova-O'Connell, Y., Devi, R., Spilsbury, K., & Cherry, M. (2024) · Aging & Mental Health · doi:10.1080/13607863.2024.2338204 · Cited by 5
“The five steps of framework analysis were followed (Ritchie & Spencer, 2002).”
InfluentialCOVID-19 experience of people with severe mental health conditions and families in South Africa
Brooke‐Sumner, C., Rapiya, B., MYERS, B. J., Petersen, I., Hanlon, C., Repper, J., & Asher, L. (2024) · South African Journal of Psychiatry · doi:10.4102/sajpsychiatry.v30i0.2207 · Cited by 10
Critical literacy in an indigenous elementary EFL classroom
Tseng, Y.-H. (2024) · Linguistics and Education · doi:10.1016/j.linged.2023.101234 · Cited by 5
Data Discretion: Screen-Level Bureaucrats and Municipal Decision-Making
Gordon, E., Harlow, J., Whitman, S. A., & Lee, M. A. (2024) · Digital Government Research and Practice · doi:10.1145/3652950 · Cited by 7
“We used a Framework Method for analysis of the qualitative data [40].”
MethodPouraskari, Z., Yazdani, R., & Hessari, H. (2024) · International Journal of Dentistry · doi:10.1155/2024/6982460 · Cited by 5
“This analysis comprised fi ve stages: (1) familiarization, (2) thematic framework identi fi cation, (3) indexing, (4) charting, and (5) mapping and interpretation [12].”
MethodBrown, S., Ploeger, C., Guo, B., Petersen, J. J., Beckenstrom, A. C., Browning, M. D., Dawson, G. R., Deckert, J., Dias, R., Dourish, C. T., et al. (2024) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2024.152467 · Cited by 5
“A framework approach offers flexibility to focus on both a priori and emergent topics of interest [17,18].”
BackgroundNjuguna, C. K., Tola, H. H., Maina, B. N., Kwikiriza, N. M., Namukose, S., Kamau, S., & Woldemariam, Y. T. (2024) · BMJ Open · doi:10.1136/bmjopen-2023-080374 · Cited by 7
“We have removed “seven” and replace with “few””
A First Look at the General Data Protection Regulation (GDPR) in Open-Source Software
Franke, L., Liang, H., Brantly, A., Davis, J. C., & Brown, C. (2024) · 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings (ICSE-Companion) · doi:10.1145/3639478.3643077 · Cited by 5
“We followed a four-step approach aligned with the framework analysis methodology [12].”
MethodSeddon, J. L., Friedrich, C., Wadd, S., Dicks, D., Scott, S., Robinson, A., & Walker, C. (2024) · BMC Family Practice · doi:10.1186/s12875-023-02253-9 · Cited by 6
“Codebook Thematic Analysis [22] using a framework approach [23] was used to analyse data.”
MethodDeVito, N., Morley, J., & Goldacre, B. M. (2024) · Health Policy · doi:10.1016/j.healthpol.2024.104991 · Cited by 10
Carlson, C., Tsai, L. C., Baylosis, R., Hentschel, E., Bonachita, C. L. O., Fishbach, J. S., & Wainberg, M. L. (2023) · International Journal of Mental Health · doi:10.1080/00207411.2023.2290224 · Cited by 4
“Analysis followed a five-step framework developed by Ritchie and Spencer (2002).”
Investigating Politeness in the Prayers of Prophets: A Quranic Discourse Perspective
Arifianto, M. L., Kholisin, K., Izzudin, I. F., & Mujahidah, Z. A. (2023) · Journal of Ethnic and Cultural Studies · doi:10.29333/ejecs/1744 · Cited by 3
“According to Ritchie and Spencer (2002), the resolution of study problems generally entailed three essential steps: data collection or provision, analysis, and presentation of results.”
BackgroundSwindell, N. J., Thomas, J., Tree, J. J., Hill, D. M., Hudson, J., & Stratton, G. (2023) · Higher Education · doi:10.1007/s10734-023-01158-x · Cited by 9
“A thematic framework analysis was used to analyse the qualitative survey data (Ritchie & Spencer, 2002).”
InfluentialBisson, J. I., Ariti, C. A., Cullen, K., Kitchiner, N., Lewis, C., Roberts, N. P., Simon, N. A., Smallman, K., Addison, K., Bell, V., et al. (2023) · Health Technology Assessment · doi:10.3310/ytqw8336 · Cited by 8
Fleming, J., Hamilton, C., Ownsworth, T., Doig, E., Swan, S., Holmes, E., Griffin, J., & Shum, D. H. K. (2023) · Patient Education and Counseling · doi:10.1016/j.pec.2023.108023 · Cited by 5
Agent Meltdowns: The Road to Hell Is Paved with Helpful AgentsPreprint
Jha, R., Triedman, H., Bhattacharya, A., & Shmatikov, V. (2026) · arXiv (Cornell University) · doi:10.48550/arxiv.2605.19149 · Cited by 4
“Inspired by framework analysis [23, 10], we used a hybrid workflow combining language modeling and manual review.”
Hu, H., Yu, S.-L., & Xu, L. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1781772 · Cited by 4
“We analyzed data using Framework Analysis, which is well suited to applied qualitative studies requiring transparent procedures and systematic cross-case comparison (Gale et al., 2013; Ritchie and Spencer, 1994).”
Omenka, C. O., Klinton, J. S., Ku, D., Heitkamp, P., Agbaje, A. V., Morita, P. P., & Dodd, W. (2026) · BMC Infectious Diseases · doi:10.1186/s12879-026-12852-3 · Cited by 4
“We analyzed the data using the iterative framework method developed by Richie and Spencer (2002) [50] and adapted by Gale et al. (2013) [51] for applied health research.”
Pezaro, S., & Maher, K. (2026) · Midwifery · doi:10.1016/j.midw.2026.104791 · Cited by 4
Nayak, M., Chai, P., Tung, S., Revette, A., & Braun, I. M. (2025) · Clinical Therapeutics · doi:10.1016/j.clinthera.2025.11.004 · Cited by 4
Older Transgender People’s Discrimination in Healthcare: A Scoping Review
Constantinou, C. S., & Nikitara, M. (2025) · Geriatrics · doi:10.3390/geriatrics10060140 · Cited by 5
“We then read results multiple times, along the lines of the ‘Framework Method’ as outlined by Ritchie and Spencer [28], and coded and constructed themes.”
Velloso, V., Herrera, V., Bomilcar, I., de Almeida, J. S., & Mograbi, D. C. (2025) · Scientific Reports · doi:10.1038/s41598-025-19583-6 · Cited by 4
“Based on this Framework Analysis, we recommend that new interventions focus on developing attractive promotional materials and intervention designs targeted at addressing different necessities of time and resources, to engage the population of interest and potential partnerships.”
Reeder, S. C., Howard, M., Sparrow, R., Foster, E., Ge, Z., & Kwan, P. (2025) · Epilepsy & Behavior · doi:10.1016/j.yebeh.2025.110720 · Cited by 5
Oxman, M., Chesire, F., Mugisha, M., Ssenyonga, R., Nsangi, A., Oxman, A. D., Fretheim, A., Rosenbaum, S., Kaseje, M., Sewankambo, N. K., et al. (2025) · BMJ Open · doi:10.1136/bmjopen-2025-104236 · Cited by 4
“41 The framework included categories of adverse outcomes (eg, equity harms); specific outcomes within each category (eg, benefit-based inequity); subout-comes (eg, benefit-based inequity between students depending on a priori academic ability); categories of individuals or groups that might be…”
Influential
Metadata
- Venue
- Analyzing Qualitative Data
- Publisher
- Routledge
- Published
- 2002-09-09
- Pages
- 187-208
- OpenAlex
- W1588965071
- Cited by
- 4,964
- References
- 0
- Citations by year
- 2026: 13 · 2025: 68 · 2024: 85 · 2023: 95 · 2022: 89 · 2021: 314 · 2020: 298 · 2019: 331 · 2018: 284 · 2017: 277 · 2016: 291 · 2015: 361 · 2014: 386 · 2013: 357 · 2012: 313
- FWCI
- 415.52
- Type
- book chapter
- Language
- en
- Open access
- closed
- Locations
- Routledge eBooks (publishedVersion)
- Topics
- Social Sciences › Education › Qualitative Research Methods and Applications
- Social Sciences › General Social Sciences › Social Science and Policy Research
- Social Sciences › Sociology and Political Science › Data Analysis and Archiving
- Keywords
- qualitative data analysis, social policy, mixed methods
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