{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,6]],"date-time":"2026-07-06T10:35:05Z","timestamp":1783334105148,"version":"3.54.6"},"reference-count":50,"publisher":"MDPI AG","issue":"11","license":[{"start":{"date-parts":[[2025,10,28]],"date-time":"2025-10-28T00:00:00Z","timestamp":1761609600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Information"],"abstract":"<jats:p>The rapid emergence of Generative Artificial Intelligence (GenAI) has sparked a growing debate about its ethical, methodological, and epistemological implications for qualitative research. This study aimed to examine and deeply understand researchers\u2019 perceptions regarding the use of GenAI tools in different phases of the qualitative research process. The study involved a sample of 214 researchers from diverse disciplinary areas, with publications indexed in Web of Science or Scopus that apply qualitative methods. Data collection was conducted using an open-ended questionnaire, and analysis was carried out using coding and thematic analysis procedures, which allowed us to identify patterns of perception, user experiences, and barriers. The findings show that, while GenAI is valued for its ability to optimize tasks such as corpus organization, initial coding, transcription, translation, and information synthesis, its implementation raises concerns regarding privacy, consent, authorship, the reliability of results, and the loss of interpretive depth. Furthermore, a dual ecosystem is observed, where some researchers already incorporate it, mainly generative text assistants like ChatGPT, while others have yet to use it or are unfamiliar with it. Overall, the results suggest that the most solid path is an assisted model, supported by clear ethical frameworks, adapted methodological guidelines, and critical training for responsible and humanistic use.<\/jats:p>","DOI":"10.3390\/info16110938","type":"journal-article","created":{"date-parts":[[2025,10,30]],"date-time":"2025-10-30T03:44:39Z","timestamp":1761795879000},"page":"938","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Voices of Researchers: Ethics and Artificial Intelligence in Qualitative Inquiry"],"prefix":"10.3390","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8458-3546","authenticated-orcid":false,"given":"Juan Luis","family":"Cabanillas-Garc\u00eda","sequence":"first","affiliation":[{"name":"Department of Educational Sciences, Universidad de Extremadura, 06006 Badajoz, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4726-7143","authenticated-orcid":false,"given":"Mar\u00eda Cruz","family":"S\u00e1nchez-G\u00f3mez","sequence":"additional","affiliation":[{"name":"Department of Didactics, Organization and Research Methods, Universidad de Salamanca, 37008 Salamanca, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1991-8033","authenticated-orcid":false,"given":"Irene","family":"del Br\u00edo-Alonso","sequence":"additional","affiliation":[{"name":"Department of Didactics, Organization and Research Methods, Universidad de Salamanca, 37008 Salamanca, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2025,10,28]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"19","DOI":"10.12973\/ijem.4.1.19","article-title":"Ethical Dilemmas in Qualitative Research Methodology: Researcher\u2019s Reflections","volume":"4","author":"Ngozwana","year":"2018","journal-title":"Int. J. Educ. Methodol."},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Salvaris, M., Dean, D., and Tok, W.H. (2018). Generative Adversarial Networks. Deep Learning with Azure: Building and Deploying Artificial Intelligence Solutions on the Microsoft AI Platform, Apress.","DOI":"10.1007\/978-1-4842-3679-6"},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"M\u00fcller, V.C. (2013). Generative Artificial Intelligence. Philosophy and Theory of Artificial Intelligence, Springer.","DOI":"10.1007\/978-3-642-31674-6"},{"key":"ref_4","unstructured":"Griffith, T.W. (1999). A Computational Theory of Generative Modeling in Scientific Reasoning. [Ph.D. Thesis, Georgia Institute of Technology]."},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Y\u00e9pez-Reyes, V., and Cruz-Silva, J. (2024). Inteligencia artificial en la transcripci\u00f3n de entrevistas. Contratexto, 183\u2013202.","DOI":"10.26439\/contratexto2024.n41.6750"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"16094069241231168","DOI":"10.1177\/16094069241231168","article-title":"An Examination of the Use of Large Language Models to Aid Analysis of Textual Data","volume":"23","author":"Tai","year":"2004","journal-title":"Int. J. Qual. Methods"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"1","DOI":"10.33361\/RPQ.2024.v.12.n.30.724","article-title":"An analysis of the generative AI use as analyst in qualitative research in science education","volume":"12","year":"2024","journal-title":"Rev. Pesqui. Qual."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"4","DOI":"10.62486\/latia20234","article-title":"Artificial Intelligence for the development of qualitative studies","volume":"1","author":"Gamboa","year":"2023","journal-title":"LatIA"},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Owoahene Acheampong, K., and Nyaaba, M. (2024). Review of Qualitative Research in the Era of Generative Artificial Intelligence. SSRN Electron. J.","DOI":"10.2139\/ssrn.4686920"},{"key":"ref_10","first-page":"722","article-title":"How Can Generative AI (GenAI) Enhance or Hinder Qualitative Studies? A Critical Appraisal from South Asia, Nepal","volume":"29","author":"Dahal","year":"2024","journal-title":"Qual. Rep."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"100197","DOI":"10.1016\/j.caeai.2023.100197","article-title":"Future research recommendations for transforming higher education with generative AI","volume":"6","author":"Chiu","year":"2024","journal-title":"Comput. Educ. Artif. Intell."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"1433","DOI":"10.1111\/isj.12504","article-title":"The ethics of using generative AI for qualitative data analysis","volume":"34","author":"Davison","year":"2024","journal-title":"Inf. Syst. J."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"549","DOI":"10.1007\/s42001-024-00250-1","article-title":"GenAI against humanity: Nefarious applications of generative artificial intelligence and large language models","volume":"7","author":"Ferrara","year":"2024","journal-title":"J. Comput. Soc. Sc."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Al-kfairy, M., Mustafa, D., Kshetri, N., Insiew, M., and Alfandi, O. (2024). Ethical Challenges and Solutions of Generative AI: An Interdisciplinary Perspective. Informatics, 11.","DOI":"10.2139\/ssrn.4833030"},{"key":"ref_15","first-page":"697","article-title":"The Impact of Generative Content on Individuals Privacy and Ethical Concerns","volume":"12","author":"Bale","year":"2024","journal-title":"Int. J. Intell. Syst. Appl. Eng."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1136\/jme-2023-108909","article-title":"Ethics of generative AI","volume":"49","author":"Zohny","year":"2023","journal-title":"J. Med. Ethics"},{"key":"ref_17","first-page":"1","article-title":"La etica en la inteligencia artificial desaf\u00edos y oportunidades para la sociedad moderna","volume":"1","author":"Chichande","year":"2024","journal-title":"Sage Sphere Int. J."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1080\/15265161.2023.2250297","article-title":"The Artificial Third: Utilizing ChatGPT in Mental Health","volume":"23","author":"Tal","year":"2023","journal-title":"Am. J. Bioeth."},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Kumar, D., Dhalwal, R., and Chaudhary, A. (2024). Exploring the Ethical Implications of Generative AI in Healthcare. The Ethical Frontier of AI and Data Analysis, IGI Global Scientific Publishing.","DOI":"10.4018\/979-8-3693-2964-1.ch011"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"105","DOI":"10.55813\/gaea\/jessr\/v4\/n3\/123","article-title":"Integraci\u00f3n de la inteligencia artificial en la ense\u00f1anza de las Ciencias Sociales en la educaci\u00f3n superior","volume":"4","year":"2024","journal-title":"J. Econ. Soc. Sci. Res."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Nguyen-Trung, K. (2025). ChatGPT in thematic analysis: Can AI become a research assistant in qualitative research?. Qual. Quant.","DOI":"10.1007\/s11135-025-02165-z"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1177\/10451595241271161","article-title":"GenAI-Infused Adult Learning in the Digital Era: A Conceptual Framework for Higher Education","volume":"36","author":"Adarkwah","year":"2025","journal-title":"Adult Learn."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"659","DOI":"10.1007\/s10551-024-05741-9","article-title":"Generative Artificial Intelligence as Hypercommons: Ethics of Authorship and Ownership","volume":"192","author":"Islam","year":"2024","journal-title":"J. Bus. Ethics"},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Cabanillas-Garc\u00eda, J.L. (2025). International Trends and Influencing Factors in the Integration of Artificial Intelligence in Education with the Application of Qualitative Methods. Informatics, 12.","DOI":"10.20944\/preprints202505.1020.v1"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"102813","DOI":"10.1016\/j.techsoc.2025.102813","article-title":"Generative Artificial Intelligence (GenAI) in the research process\u2014A survey of researchers\u2019 practices and perceptions","volume":"81","author":"Andersen","year":"2025","journal-title":"Technol. Soc."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Yan, L., Echeverria, V., Fernandez-Nieto, G.M., Jin, Y., Swiecki, Z., Zhao, L., Ga\u0161evi\u0107, D., and Martinez-Maldonado, R. (2024). Human-AI Collaboration in Thematic Analysis Using ChatGPT: A User Study and Design Recommendations. Extended Abstracts of the CHI Conference on Human Factors in Computing Systems, in CHI EA \u201924, Association for Computing Machinery.","DOI":"10.1145\/3613905.3650732"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"e65523","DOI":"10.2196\/65523","article-title":"Nurse Researchers\u2019 Experiences and Perceptions of Generative AI: Qualitative Semistructured Interview Study","volume":"27","author":"Kang","year":"2025","journal-title":"J. Med. Internet Res."},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Herrera, J.D. (2023). La Comprensi\u00f3n de lo Social: Horizontes Hermen\u00e9utico de las Ciencias Sociales, Universidad de los Andes.","DOI":"10.51573\/Andes.9789587984019.9789587984026"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"e848","DOI":"10.1016\/S2589-7500(24)00143-2","article-title":"Generative artificial intelligence and ethical considerations in health care: A scoping review and ethics checklist","volume":"6","author":"Ning","year":"2024","journal-title":"Lancet Digit. Health"},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Saz-P\u00e9rez, F., and Piz\u00e0-Mir, B. (2025, August 08). Necesidades y perspectivas de la integraci\u00f3n de la inteligencia artificial generativa en el contexto educativo espa\u00f1ol. UTE. Teach. Technol. Univ. Tarracon., Available online: https:\/\/raco.cat\/index.php\/UTE\/article\/view\/429956.","DOI":"10.17345\/ute.2024.3803"},{"key":"ref_31","first-page":"429","article-title":"dos Generative artificial intelligence and academic writing: An analysis of the perceptions of researchers in training","volume":"22","author":"Pereira","year":"2024","journal-title":"Manag. Res. J. Iberoam. Acad. Manag."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"e70030","DOI":"10.1111\/nhs.70030","article-title":"Exploring Health Sciences Students\u2019 Perspectives on Using Generative Artificial Intelligence in Higher Education: A Qualitative Study","volume":"27","author":"Fawaz","year":"2025","journal-title":"Nurs. Health Sci."},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"de la Fuente Tambo, D., Moreno, S.I., and Ruiz, M.A. (2024). Barriers and Enablers for Generative Artificial Intelligence in Clinical Psychology: A Qualitative Study Based on the COM-B and Theoretical Domains Framework (TDF) Models. Res. Sq., 1\u201320.","DOI":"10.1186\/s40359-025-03500-7"},{"key":"ref_34","unstructured":"(2025, August 08). APA Journals Policy on Generative AI: Additional Guidance. Available online: https:\/\/www.apa.org\/pubs\/journals\/resources\/publishing-tips\/policy-generative-ai."},{"key":"ref_35","first-page":"1488","article-title":"\u00c9tica en el uso de la Inteligencia Artificial en la Investigaci\u00f3n Cient\u00edfica: Desaf\u00edos y consideraciones","volume":"5","author":"Rivera","year":"2024","journal-title":"Aula Virtual"},{"key":"ref_36","first-page":"231","article-title":"Percepci\u00f3n y experiencias de los estudiantes de la Universidad de Salamanca sobre el ocio y el tiempo libre","volume":"45","year":"2024","journal-title":"Pedagog. Soc. Rev. Interuniv."},{"key":"ref_37","first-page":"9","article-title":"The Phenomenology Qualitative Research Inquiry: A Review Paper: Phenomenology Qualitative Research Inquir","volume":"4","author":"Badil","year":"2023","journal-title":"Pak. J. Health Sci."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1177\/0145482X20987707","article-title":"Convenience Sampling Revisited: Embracing Its Limitations Through Thoughtful Study Design","volume":"115","author":"Emerson","year":"2021","journal-title":"J. Vis. Impair. Blind."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1080\/2159676X.2019.1704846","article-title":"To saturate or not to saturate? Questioning data saturation as a useful concept for thematic analysis and sample-size rationales","volume":"13","author":"Braun","year":"2021","journal-title":"Qual. Res. Sport Exerc. Health"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"2","DOI":"10.18785\/ojhe.1502.02","article-title":"Informed About Informed Consent: A Qualitative Study of Ethics Education","volume":"15","author":"Zhong","year":"2019","journal-title":"J. Health Ethics"},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Cabanillas-Garc\u00eda, J.L. (2025). The Application of Active Methodologies in Spain: An Investigation of Teachers\u2019 Use, Perceived Student Acceptance, Attitude, and Training Needs Across Various Educational Levels. Educ. Sci., 15.","DOI":"10.3390\/educsci15020210"},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1191\/1478088706qp063oa","article-title":"Using thematic analysis in psychology","volume":"3","author":"Braun","year":"2006","journal-title":"Qual. Res. Psychol."},{"key":"ref_43","doi-asserted-by":"crossref","unstructured":"Costa, A.P., Moreira, A., Freitas, F., Costa, K., and Bryda, G. (2023). Observational Study of Experiential Activities Linked to Astronomy with CAQDAS NVivo. Computer Supported Qualita-Tive Research, Springer International Publishing.","DOI":"10.1007\/978-3-031-31346-2"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"492","DOI":"10.1080\/14780887.2014.992750","article-title":"P. Bazeley and K. Jackson, Qualitative Data Analysis with NVivo (2nd ed.): (2013). London: Sage","volume":"12","year":"2015","journal-title":"Qual. Res. Psychol."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"1609406917733847","DOI":"10.1177\/1609406917733847","article-title":"Thematic Analysis: Striving to Meet the Trustworthiness Criteria: Striving to Meet the Trustworthiness Criteria","volume":"16","author":"Nowell","year":"2017","journal-title":"Int. J. Qual. Methods"},{"key":"ref_46","unstructured":"Miao, F., and Holmes, W. (2024). Gu\u00eda Para el Uso de IA Generativa en Educaci\u00f3n e Investigaci\u00f3n\u2014UNESCO Biblioteca Digital, Unesco. Available online: https:\/\/unesdoc.unesco.org\/ark:\/48223\/pf0000389227."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"16094069231211248","DOI":"10.1177\/16094069231211248","article-title":"Exploring the Use of Artificial Intelligence for Qualitative Data Analysis: The Case of ChatGPT","volume":"22","author":"Morgan","year":"2023","journal-title":"Int. J. Qual. Meth."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"103974","DOI":"10.1016\/j.ijhm.2024.103974","article-title":"A methodological exploration of generative artificial intelligence (AI) for efficient qualitative analysis on hotel guests\u2019 delightful experiences","volume":"124","author":"Sun","year":"2025","journal-title":"Int. J. Hosp. Manag."},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Li, Z., and Ironsi, C.S. (2024). The Efficacy of Generative Artificial Intelligence in Developing Science Education Preservice Teachers\u2019 Writing Skills: An Experimental Approach. J. Sci. Educ. Technol., 1\u201312.","DOI":"10.1007\/s10956-024-10148-2"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"16094069251337583","DOI":"10.1177\/16094069251337583","article-title":"Qualitative Research in the Era of AI: A Return to Positivism or a New Paradigm?","volume":"24","author":"Chatzichristos","year":"2025","journal-title":"Int. J. Qual. Methods"}],"container-title":["Information"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2078-2489\/16\/11\/938\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,30]],"date-time":"2025-10-30T04:04:37Z","timestamp":1761797077000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2078-2489\/16\/11\/938"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,28]]},"references-count":50,"journal-issue":{"issue":"11","published-online":{"date-parts":[[2025,11]]}},"alternative-id":["info16110938"],"URL":"https:\/\/doi.org\/10.3390\/info16110938","relation":{},"ISSN":["2078-2489"],"issn-type":[{"value":"2078-2489","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,10,28]]}}}