Generative AI’s Impact on Critical Thinking: Revisiting Bloom’s Taxonomy
Open accessAbstract
The integration of generative artificial intelligence (AI) tools like ChatGPT in education has raised concerns that students may become dependent on AI-generated solutions, potentially stifling the development of critical thinking skills. Compounding this issue is the fact that Bloom’s Taxonomy—the widely used framework for designing educational goals—fails to address the cognitive demands of AI-assisted learning. This exploratory study presents a revised framework that incorporates AI-specific competencies, offering a more relevant model for nurturing critical thinking in an AI-driven environment. Using a conceptual approach supported by empirical evidence from MSc Marketing students’ interactions with AI tools over 4 weeks, the study found that AI can both enhance and challenge critical thinking across cognitive, affective, and metacognitive domains. Key elements such as melioration, ethical reasoning, collaboration, and reflective thinking were identified as critical for developing deeper engagement with AI-generated content. The framework proposes 12 propositions that inform future research and pedagogical strategies. This study outlines a research agenda for examining AI’s impact on cognitive development, serving as a resource for educators, policymakers, and researchers seeking to adapt teaching methods for AI-assisted education.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Gonsalves found that students moved fluidly across cognitive, affective, and metacognitive domains and identified 12 AI-specific competencies underpinning a revised Bloom's taxonomy.
“Gonsalves [80] found that students moved fluidly across cognitive, affective, and metacognitive domains and identified 12 AI-specific competencies (e.g., melioration, ethical reasoning) underpinning a revised Bloom's taxonomy.”
From A Systematic Literature Review on the Pedagogical Implications and Impact of GenAI on Students' Critical Thinking (2026) · cites this paper as [80]
Key moderating factors were identified, including proper instructional design.
“Key moderating factors were identified, including proper instructional design, where integration of AI in education necessitates a revised framework that incorporates AIspecific competencies to effectively nurture CT [80].”
From A Systematic Literature Review on the Pedagogical Implications and Impact of GenAI on Students' Critical Thinking (2026) · cites this paper as [80]
Overreliance on GenAI tools can lead to cognitive dependency, diminishing students' ability to formulate original arguments, critically assess alternative perspectives and decision-making processes.
“Overreliance on GenAI tools can lead to cognitive dependency, diminishing students' ability to formulate original arguments, critically assess alternative perspectives and decision-making processes [33,80,100].”
From A Systematic Literature Review on the Pedagogical Implications and Impact of GenAI on Students' Critical Thinking (2026) · cites this paper as [80]
Cites
Using thematic analysis in psychology
Braun, V., & Clarke, V. (2006) · Qualitative Research in Psychology · doi:10.1191/1478088706qp063oa · Cited by 194,414 · see citing works
(2001) · Cited by 13,930 · see citing works
A revision of bloom's taxonomy: an overview
Krathwohl, D. R. (2002) · Theory Into Practice · doi:10.1207/s15430421tip4104_2 · Cited by 8,132 · see citing works
Dwivedi, Y. K., Kshetri, N., Hughes, L., Slade, E. L., Jeyaraj, A., Kar, A. K., Baabdullah, A. M., Koohang, A., Raghavan, V., Ahuja, M., et al. (2023) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2023.102642 · Cited by 4,584 · see citing works
Diary Methods: Capturing Life as it is Lived
Bolger, N., Davis, A., & Rafaeli, E. (2003) · Annual Review of Psychology · doi:10.1146/annurev.psych.54.101601.145030 · Cited by 3,843 · cited 1× · see citing works
“The solicited interval-contingent diary method was selected to capture real-time data on students’ interactions with AI tools (Bolger et al., 2003; Spencer et al., 2021).”
Braun, V., & Clarke, V. (2023) · International Journal of Transgender Health · doi:10.1080/26895269.2022.2129597 · Cited by 2,878 · cited 1× · see citing works
“Codes were primarily semantic, reflecting participants’ expressions (Braun & Clarke, 2006, 2023).”
Shipley, S. D., & Shipley, S. D. (2007) · Springer eBooks · doi:10.1007/978-1-84628-317-8_10 · Cited by 2,381 · see citing works
Conceptualizing AI literacy: An exploratory review
Ng, D. T. K., Leung, J. K. L., Chu, S. K. W., & Qiao, M. S. (2021) · Computers and Education: Artificial Intelligence · doi:10.1016/j.caeai.2021.100041 · Cited by 2,205 · cited 6× · see citing works
“…AI, they not only demonstrated awareness of the need to evaluate the output’s accuracy and validity but also encountered ethical challenges, such as plagiarism and bias, affirming the need for embedding ethical reasoning within critical thinking education (Bearman & Ajjawi, 2023; Ng et al., 2021).”
InfluentialA comprehensive AI policy education framework for university teaching and learning
Chan, C. K. Y. (2023) · International Journal of Educational Technology in Higher Education · doi:10.1186/s41239-023-00408-3 · Cited by 1,577 · cited 1× · see citing works
“…support this, training programs for educators should emphasize understanding the revised cognitive engagement levels and providing strategies for effectively developing and assessing these skills, ensuring that AI acts as a facilitator, rather than a replacement, for critical thinking (Chan, 2023).”
Lim, W. M., Gunasekara, A., Pallant, J. L., Pallant, J. I., & Pechenkina, E. (2023) · The International Journal of Management Education · doi:10.1016/j.ijme.2023.100790 · Cited by 1,261 · see citing works
Varpio, L., Ajjawi, R., Monrouxe, L. V., O'Brien, B. C., & Rees, C. E. (2017) · Medical Education · doi:10.1111/medu.13124 · Cited by 1,028 · see citing works
Future research recommendations for transforming higher education with generative AI
Chiu, T. K. F. (2024) · Computers and Education: Artificial Intelligence · doi:10.1016/j.caeai.2023.100197 · Cited by 511 · cited 3× · see citing works
“Moreover, Chiu (2024) stresses the importance of enhancing students’ critical thinking skills to harness AI effectively, emphasizing the need for strategies that promote deeper learning in AI-assisted education.”
Hadi Mogavi, R., Deng, C., Juho Kim, J., Zhou, P., D. Kwon, Y., Hosny Saleh Metwally, A., Tlili, A., Bassanelli, S., Bucchiarone, A., Gujar, S., et al. (2024) · Computers in Human Behavior: Artificial Humans · doi:10.1016/j.chbah.2023.100027 · Cited by 369 · see citing works
Fuchs, K. (2023) · Frontiers in Education · doi:10.3389/feduc.2023.1166682 · Cited by 353 · cited 1× · see citing works
“While AI tools may offer personalized, engaging learning experiences that aid in understanding complex concepts (Fuchs, 2023; Hamid et al., 2023), concerns are rising that easy access and reliance on AI-generated solutions may lead to superficial learning and hinder the development of independent…”
Learning to work with the black box: Pedagogy for a world with artificial intelligence
Bearman, M., & Ajjawi, R. (2023) · British Journal of Educational Technology · doi:10.1111/bjet.13337 · Cited by 346 · see citing works
A multi-stage approach to the coding of data from open-ended questions
Hickey, G., & Kipping, C. (1996) · Nurse Researcher · doi:10.7748/nr.4.1.81.s9 · Cited by 301 · see citing works
Simultaneous and Successive Cognitive Processes
Krywaniuk, L. W., Das, J. P., Kirby, J. R., & Jarman, R. F. (1981) · Canadian Journal of Education / Revue canadienne de l éducation · doi:10.2307/1494714 · Cited by 300 · see citing works
Generative artificial intelligence (ChatGPT): Implications for management educators
Ratten, V., & Jones, P. K. (2023) · The International Journal of Management Education · doi:10.1016/j.ijme.2023.100857 · Cited by 255 · see citing works
The influence of AI text generators on critical thinking skills in UK business schools
Essien, A., Bukoye, O. T., O’Dea, X., & Kremantzis, M. (2024) · Studies in Higher Education · doi:10.1080/03075079.2024.2316881 · Cited by 252 · see citing works
The Trouble with Learning Outcomes
Hussey, T., & Smith, P. R. (2002) · Active Learning in Higher Education · doi:10.1177/1469787402003003003 · Cited by 247 · see citing works
The Case for Using Live Cases: Shifting the Paradigm in Marketing Education
Kennedy, E. J., Lawton, L., & Walker, E. (2001) · Journal of Marketing Education · doi:10.1177/0273475301232008 · Cited by 188 · see citing works
Critical thinking in the age of generative AI
Larson, B. Z., Moser, C., Caza, A., Muehlfeld, K., & Colombo, L. A. (2024) · Academy of Management Learning & Education · doi:10.5465/amle.2024.0338 · Cited by 161 · see citing works
Joksimovic, S., Ifenthaler, D., Marrone, R., De Laat, M., & Siemens, G. (2023) · Computers and Education: Artificial Intelligence · doi:10.1016/j.caeai.2023.100138 · Cited by 152 · see citing works
Debating the Issues: A Tool for Augmenting Critical Thinking Skills of Marketing Students
Roy, A., & Macchiette, B. (2005) · Journal of Marketing Education · doi:10.1177/0273475305280533 · Cited by 143 · see citing works
Yusuf, A., Bello, S., Pervin, N., & Tukur, A. K. (2024) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2024.101619 · Cited by 102 · see citing works
A Structured Diary Methodology for the Study of Daily Events
DeLongis, A., Hemphill, K. J., & Lehman, D. R. (1992) · Social psychological applications to social issues · doi:10.1007/978-1-4899-2308-0_5 · Cited by 101 · see citing works
Critical thinking in business education: current outlook and future prospects
Calma, A., & Davies, M. (2020) · Studies in Higher Education · doi:10.1080/03075079.2020.1716324 · Cited by 98 · see citing works
Crozier, S. E., & Cassell, C. M. (2015) · Journal of Occupational and Organizational Psychology · doi:10.1111/joop.12132 · Cited by 95 · see citing works
Dahl, A. J., Peltier, J. W., & Schibrowsky, J. A. (2018) · Journal of Marketing Education · doi:10.1177/0273475317752452 · Cited by 92 · see citing works
Lodge, J. M., Yang, S., Furze, L., & Dawson, P. (2023) · Learning: Research and Practice · doi:10.1080/23735082.2023.2261106 · Cited by 90 · cited 1× · see citing works
“While this study confirms AI’s potential to enhance cognitive skills (Essien et al., 2024), it also reveals risks of dependency and cognitive offloading (Lodge et al., 2023; Ratten & Jones, 2023).”
Hamid, H., Zulkifli, K., Naimat, F., Che Yaacob, N. L., & Ng, K. W. (2023) · Currents in Pharmacy Teaching and Learning · doi:10.1016/j.cptl.2023.10.001 · Cited by 87 · see citing works
The Elusiveness of Applied Management Knowledge: A Critical Challenge for Management Educators
Baldwin, T. T., Pierce, J. R., Joines, R. C., & Farouk, S. (2011) · Academy of Management Learning and Education · doi:10.5465/amle.2010.0045 · Cited by 86 · see citing works
Structured Case Analysis: Developing Critical Thinking Skills in a Marketing Case Course
Klebba, J. M., & Hamilton, J. G. (2007) · Journal of Marketing Education · doi:10.1177/0273475307302015 · Cited by 81 · see citing works
Gulati, A., Saini, H., Singh, S., & Kumar, V. (2024) · Marketing Education Review · doi:10.1080/10528008.2023.2300139 · Cited by 75 · see citing works
Dommeyer, C. J. (2007) · Journal of Marketing Education · doi:10.1177/0273475307302019 · Cited by 69 · see citing works
Slyke, C. V., Johnson, R. D., & Sarabadani, J. (2023) · Communications of the Association for Information Systems · doi:10.17705/1cais.05301 · Cited by 67 · see citing works
Where Does the Time Go? A Diary Approach to Business and Marketing Students’ Time Use
Nonis, S. A., Philhours, M., & Hudson, G. I. (2006) · Journal of Marketing Education · doi:10.1177/0273475306288400 · Cited by 63 · see citing works
Qawqzeh, Y. (2024) · International Journal of Information and Education Technology · doi:10.18178/ijiet.2024.14.4.2082 · Cited by 56 · see citing works
Taxonomies in Education: Overview, Comparison, and Future Directions
Irvine, J. (2021) · Journal of Education and Development · doi:10.20849/jed.v5i2.898 · Cited by 50 · see citing works
An Online Project-Based Competency Education Approach to Marketing Education
Ye, C., Os, J. V., Chapman, D., & Jacobson, D. D. (2017) · Journal of Marketing Education · doi:10.1177/0273475317724843 · Cited by 44 · see citing works
McAlister, A. R., Alhabash, S., & Yang, J. (2023) · Journal of Marketing Communications · doi:10.1080/13527266.2023.2289034 · Cited by 44 · see citing works
Assessing critical thinking in business education: Key issues and practical solutions
Calma, A., & Cotronei-Baird, V. S. (2021) · The International Journal of Management Education · doi:10.1016/j.ijme.2021.100531 · Cited by 37 · see citing works
Thematic trajectory analysis: A temporal method for analysing dynamic qualitative data
Spencer, L., Radcliffe, L. S., Spence, R., & KING, N. M. (2021) · Journal of Occupational and Organizational Psychology · doi:10.1111/joop.12359 · Cited by 35 · see citing works
Watson, F., Stanton, J. V., Beninger, S., Domegan, C. T., Reppel, A. E., & Shapiro, S. J. (2021) · Journal of Marketing Education · doi:10.1177/02734753211058070 · Cited by 30 · see citing works
Acceptance of technological agency: Beyond the perception of utilitarian value
Yu, B., Vahidov, R. M., & Kersten, G. E. (2021) · Information & Management · doi:10.1016/j.im.2021.103503 · Cited by 27 · see citing works
Melioration as a Higher Thinking Skill of Future Intelligence
Passig, D. (2007) · Teachers College Record The Voice of Scholarship in Education · doi:10.1177/016146810710900106 · Cited by 26 · see citing works
A Taxonomy of Future Higher Thinking Skills
Passig, D. (2003) · Informatics in Education · doi:10.15388/infedu.2003.07 · Cited by 20 · see citing works
What Is the Future of Marketing Education?
Crittenden, V. L. (2024) · Journal of Marketing Education · doi:10.1177/02734753231220115 · Cited by 18 · see citing works
Educating Marketing Students to Understand Designers’ Thought-Worlds
Blijlevens, J. (2021) · Journal of Marketing Education · doi:10.1177/02734753211038997 · Cited by 15 · see citing works
Back to the Basics: Handwritten Journaling, Student Engagement, and Bloom’s Learning Outcomes
Berezan, O., Krishen, A. S., & Garcera, S. (2022) · Journal of Marketing Education · doi:10.1177/02734753221075557 · Cited by 14 · see citing works
Parwata, I. G. L. A., Jayanta, I. N. L., & Widiana, I. W. (2023) · Emerging Science Journal · doi:10.28991/esj-2023-07-02-019 · Cited by 13 · see citing works
The Consumer Diaries Research Method
Siemieniako, D. (2016) · Springer eBooks · doi:10.1007/978-981-10-1829-9_4 · Cited by 11 · see citing works
Mandai, K., Tan, M. J. H., Padhi, S., & Pang, K. T. (2024) · Education Sciences · doi:10.3390/educsci14060614 · Cited by 11 · see citing works
Singh, R. G., & Ngai, C. S. B. (2024) · Discover Education · doi:10.1007/s44217-024-00211-w · Cited by 11 · see citing works
Critical Thinking and Online Supplemental Instruction: A Case Study
Shaw, C. S., & Holmes, K. E. (2014) · The learning assistance review · Cited by 9 · see citing works
Deitz, G. D., Fox, A. K., & Fox, J. D. (2021) · Marketing Education Review · doi:10.1080/10528008.2021.1957689 · Cited by 8 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Izquierdo-Condoy, J. S., Arias-Intriago, M., Tello-De-la-Torre, A., Busch, F., & Ortiz-Prado, E. (2025) · Journal of Medical Internet Research · doi:10.2196/76340 · Cited by 87 · see citing works
Faraon, M., Rönkkö, K., Milrad, M., & Tsui, E. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13492-x · Cited by 50 · see citing works
Salido, A., Syarif, I., Sitepu, M. S., Suparjan, Wana, P. R., Taufika, R., & Melisa, R. (2025) · Social Sciences & Humanities Open · doi:10.1016/j.ssaho.2025.101924 · Cited by 48 · see citing works
Generative Artificial Intelligence Literacy: Scale Development and Its Effect on Job Performance
Xin, L., Zhang, L., & Wei, X. (2025) · Behavioral Sciences · doi:10.3390/bs15060811 · Cited by 71 · see citing works
Rana, V., Verhoeven, B., & Sharma, M. (2025) · Journal of University Teaching and Learning Practice · doi:10.53761/tjse2f36 · Cited by 48 · see citing works
Helal, M. Y. I., Elgendy, I. A., Albashrawi, M. A., Dwivedi, Y. K., Al-Ahmadi, S., & Jeon, I. (2025) · Information Discovery and Delivery · doi:10.1108/idd-05-2025-0125 · Cited by 47 · see citing works
Enhancing critical thinking skills in ChatGPT-human interaction: a scoping review
Raitskaya, L., & Tikhonova, E. (2025) · Journal of Language and Education · doi:10.17323/jle.2025.27387 · Cited by 30 · see citing works
Wu, H., Ni, H., Wenfu, L., & Wu, T. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2025.1725393 · Cited by 38 · see citing works
Elshall, A. S., & Badir, A. (2025) · Frontiers in Education · doi:10.3389/feduc.2025.1596462 · Cited by 28 · see citing works
Alghamdi, A. A. (2025) · Innovations in Education and Teaching International · doi:10.1080/14703297.2025.2600476 · Cited by 28 · see citing works
Lee, H., & Wu, T. (2025) · Computers & Education · doi:10.1016/j.compedu.2025.105375 · Cited by 32 · see citing works
Critical literacy in artificial intelligence assisted writing instruction: A systematic review
Arseven, T., & Bal, M. (2025) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2025.101850 · Cited by 30 · see citing works
Cognitive Risks of AI: Literacy, Trust, and Critical Thinking
Kulal, A. (2025) · Journal of Computer Information Systems · doi:10.1080/08874417.2025.2582050 · Cited by 32 · see citing works
Al‐Fattal, A. (2025) · Journal of Marketing Education · doi:10.1177/02734753251356691 · Cited by 28 · see citing works
Vicent, M., Katushabe, C., Gloria, M., & Rugasira, J. (2025) · Discover Artificial Intelligence · doi:10.1007/s44163-025-00495-3 · Cited by 18 · see citing works
Pavone, G. (2025) · Journal of Marketing Education · doi:10.1177/02734753251346857 · Cited by 17 · see citing works
Asghar, M. Z., Duah, K. A., Iqbal, J., & Järvenoja, H. (2025) · Discover Computing · doi:10.1007/s10791-025-09691-2 · Cited by 20 · see citing works
Martin, A. F., Tubaltseva, S., Harrison, A., & Rubin, G. J. (2025) · Behavioral Sciences · doi:10.3390/bs15060808 · Cited by 16 · see citing works
“This challenge is prompting the development of pedagogical tools to enhance deeper engagement with AI content, including a revised version of Bloom’s Taxonomy (Gonsalves, 2024).”
Balart, T., Díaz, B., & Shryock, K. (2026) · Algorithms · doi:10.3390/a19030179 · Cited by 15 · see citing works
Erosion of Critical Academic Skills Due to AI Dependency Among Tertiary Students
Miranda, J. P. P., Cruz, M. A. D., Fernandez, A. B., Balahadia, F. F., Aviles, J. S., Caro, C. A., Liwanag, I. G., & Gaña, E. P. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-0122-8.ch002 · Cited by 17 · see citing works
Evaluation of Generative AI Use to Foster Critical Thinking in Higher Education
Oliva-Córdova, L. M., Álvarez-Icaza, I., & George-Reyes, C. E. (2025) · IEEE Revista Iberoamericana de Tecnologias del Aprendizaje · doi:10.1109/rita.2025.3597848 · Cited by 17 · see citing works
Reimagining libraries in the AI era: ethical AI literacy and human-centered strategies
Michalak, R., & Ellixson, D. (2026) · AI & Society · doi:10.1007/s00146-025-02827-4 · Cited by 13 · see citing works
Wu, Q., Chen, L., Chen, M., & Huang, Y. (2025) · The International Journal of Management Education · doi:10.1016/j.ijme.2025.101287 · Cited by 20 · see citing works
Critical questioning with generative AI: Developing AI literacy in secondary education
Tang, K., Cooper, G., Rappa, N. A., & Edwards, J. (2025) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2025.102043 · Cited by 12 · see citing works
Dhakal, S. P. (2025) · Metrics · doi:10.3390/metrics2030017 · Cited by 11 · see citing works
de Vera, J. L., Castulo, N., Sebial, S. C., Aliazas, J. V. C., Pelgone, A. J. O., Gonong, D. M. D. M., Pastor, C. J. M., & Ramos-Butron, B. (2025) · Disciplinary and Interdisciplinary Science Education Research · doi:10.1186/s43031-025-00143-x · Cited by 11 · see citing works
Fang, L., & Zhou, X. (2025) · Evaluation Review · doi:10.1177/0193841x251411618 · Cited by 9 · see citing works
Patrick, P., Yip, S. Y., & Campbell, C. (2025) · Higher Education Quarterly · doi:10.1111/hequ.70069 · Cited by 29 · see citing works
Samaty, M. E. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3693-7332-3.ch030 · Cited by 7 · see citing works
Homework in the AI era: cheating, challenge, or change?
Gőgh, E., & Kővári, A. (2025) · Frontiers in Education · doi:10.3389/feduc.2025.1609518 · Cited by 6 · see citing works
Assessment tasks in STEM education: integrating Bloom’s Revised Taxonomy and Cognitive Load Theory
Sultanova, G. (2025) · Research in Science & Technological Education · doi:10.1080/02635143.2025.2586564 · Cited by 6 · see citing works
Adnans, A. A., Serang, Y., Eunike, I. J., & Silalahi, A. D. K. (2025) · Computers and Education Open · doi:10.1016/j.caeo.2025.100316 · Cited by 11 · see citing works
Jiménez, C. A. R., Lokker, C., Ibhawoh, B., & Schwartz, L. J. (2026) · Discover Public Health · doi:10.1186/s12982-026-01568-z · Cited by 6 · see citing works
Guiding the uncharted: the emerging (and missing) policies on Generative AI in higher education
Aristombayeva, M., Satybaldiyeva, R., Maung, B. M., & Lee, D. (2025) · Frontiers in Education · doi:10.3389/feduc.2025.1644081 · Cited by 5 · see citing works
Li, Y., Tolosa, L. I., Echeverría, F. I. R., & Márquez, R. (2026) · Journal of Chemical Education · doi:10.1021/acs.jchemed.5c00819 · Cited by 7 · see citing works
Collaborative Synergy Learning Model
Migliore, L. (2025) · IGI Global eBooks · doi:10.4018/979-8-3373-6960-0.ch010 · Cited by 4 · see citing works
Mohammad, T., Nazim, M., Alzubi, A. A. F., & Khan, S. I. (2025) · Multidisciplinary Reviews · doi:10.31893/multirev.2026384 · Cited by 7 · see citing works
Perez, R. M., Shimogawa, M., Chang, Y., Li, X., Phan, H. A. T., Marmorstein, J. G., Yanagawa, E. S. K., & Petersson, E. J. (2026) · Computers and Education Artificial Intelligence · doi:10.1016/j.caeai.2026.100546 · Cited by 5 · see citing works
Fleischmann, K. (2026) · Arts and Humanities in Higher Education · doi:10.1177/14740222261420495 · Cited by 4 · see citing works
Teaching with AI in marketing education: The LEO framework as a pedagogical guide
Vollrath, M. D., & Villegas, S. G. (2026) · Marketing Education Review · doi:10.1080/10528008.2026.2623032 · Cited by 4 · see citing works
Molerov, D., Federiakin, D. A., Zlatkin‐Troitschanskaia, O., Shenavai, K., Trierweiler, L., & Nagel, M. (2026) · Unterrichtswissenschaft · doi:10.1007/s42010-026-00242-2 · Cited by 4 · see citing works
Theoretical evolution of AI in medical education: models, frameworks, and future directions
Abdulrahman, K. A. B., & Hefny, M. (2026) · Frontiers in Education · doi:10.3389/feduc.2026.1796632 · Cited by 4 · see citing works
Leapfrogging effect hypothesis: Generative AI as a permanent scaffold in higher education
Sidorkin, A. M. (2026) · Social Sciences & Humanities Open · doi:10.1016/j.ssaho.2026.102958 · Cited by 4 · see citing works
Practice Report: Adapting Assessment in the Age of Generative AI: The AAM-GenAI FrameworkPreprint
Quince, Z., Munn, J., & Greenaway, R. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5371850 · Cited by 4 · see citing works
Zhang, H., Wei, J., & Qian, Z. C. (2025) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2025.102061 · Cited by 3 · see citing works
Lee, K. S., Lim, L. H. I., Manasi, N. B., Tang, K.-Z., & Motani, M. (2025) · IEEE International Conference on Teaching, Assessment, and Learning for Engineering · doi:10.1109/tale66047.2025.11346757 · Cited by 3 · see citing works
Leveraging AI to Audit, Build, and Grow a Student’s Personal Brand
Harrison, M. P., & Peters, C. B. (2025) · Marketing Education Review · doi:10.1080/10528008.2025.2547003 · Cited by 3 · see citing works
Artificial Intelligence and Academic-Based Writing Pedagogy
Oyenuga, M. O. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-5601-3.ch001 · Cited by 3 · see citing works
Cao, X., Xu, S., Chen, X., Song, Y., Luo, Q., & He, T. (2026) · IEEE Transactions on Learning Technologies · doi:10.1109/tlt.2026.3668051 · Cited by 3 · see citing works
Huang, L., & Luo, W. (2026) · Behavioral Sciences · doi:10.3390/bs16061002 · Cited by 4 · see citing works
Song, F., & Xu, B. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1847432 · Cited by 3 · see citing works
Adams, L. E., & Alzaabi, I. (2025) · IGI Global eBooks · doi:10.4018/979-8-3373-0771-8.ch007 · Cited by 2 · see citing works
Ping, H., Wang, W., Xie, Y., Lv, S., Li, J., & Weng, L. (2025) · International Conference on Computer Science and Technologies in Education (CSTE) · doi:10.1109/cste64638.2025.11092242 · Cited by 4 · see citing works
Guarding truth in an AI world: ethics for the next generation of scholarship
Mubarak, F. (2026) · Journal of Information Communication and Ethics in Society · doi:10.1108/jices-09-2025-0241 · Cited by 2 · see citing works
PERCEIVED IMPACT OF AI-ASSISTED LEARNING ON CRITICAL THINKING: EVIDENCE FROM CHINESE ENGLISH MAJORS
Li, Z., & Ganapathy, M. N. G. (2026) · International Journal of Modern Education · doi:10.35631/ijmoe.829026 · Cited by 2 · see citing works
Liu, Y., Zuo, X., Rawal, A. P., & Jia, L. (2026) · SAGE Open · doi:10.1177/21582440261455370 · Cited by 2 · see citing works
Sousa, S. A., Bukhari, S. S. U. H., Tang, M., Man, Y. K., Hobi, S., & Steagall, P. V. M. (2026) · Journal of Veterinary Medical Education · doi:10.3138/jvme-2025-0198 · Cited by 2 · see citing works
Inteligencia artificial Generativa y competencias académicas: aproximación a un modelo estructural
Cantero, J. M. M., Moreira, E. L., Carballo, J. S., & Espiñeira-Bellón, E.-M. (2026) · RELIEVE - Revista Electrónica de Investigación y Evaluación Educativa · doi:10.30827/relieve.v32i1.37332 · Cited by 2 · see citing works
Bu, X., Wang, W., Ji, X., Huang, Y., & Lu, D. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1838803 · Cited by 2 · see citing works
Eunike, I. J., Serang, Y., & Silalahi, A. D. K. (2025) · Research Square · doi:10.21203/rs.3.rs-6307782/v1 · Cited by 2 · see citing works
Aldalalah, O. M. A. (2025) · International Journal of Information and Education Technology · doi:10.18178/ijiet.2025.15.6.2314 · Cited by 1 · see citing works
Informačná tvorivosť pri digitálnom akademickom písaní
Steinerová, J. (2025) · ProInflow Časopis pro informační vědy · doi:10.5817/proin2025-41161 · Cited by 2 · see citing works
Digital Art History Pedagogy: Prompt Engineering
Hutson, J. (2025) · Springer series on cultural computing · doi:10.1007/978-3-032-02920-1_6 · Cited by 1 · see citing works
Passwater, C., & Passwater, M. (2025) · Journal of Doctoral Nursing Practice · doi:10.1891/jdnp-2025-0039 · Cited by 1 · see citing works
Xue, Z., & Fang, L. (2025) · Management Teaching Review · doi:10.1177/23792981251389862 · Cited by 1 · see citing works
Özçelik, N. P. (2025) · British Educational Research Journal · doi:10.1002/berj.70086 · Cited by 2 · see citing works
RetractedPérez, C. S. P. (2025) · Revista Española de Educación Médica · doi:10.6018/edumed.679941 · Cited by 1 · see citing works
Transforming Legal Education in the Age of AI
Bennett, T. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-3451-6.ch009 · Cited by 1 · see citing works
Vela, J. V., & Mursi, J. K. (2026) · IGI Global eBooks · doi:10.4018/979-8-3373-1499-0.ch011 · Cited by 2 · see citing works
Reconstructing GenAI in education: a social systems theory approach
Brezovec, E., Ježovita, J., Watson, S., & Balabanić, I. (2026) · British Journal of Sociology of Education · doi:10.1080/01425692.2026.2642913 · Cited by 1 · see citing works
Payadnya, I. P. A. A., Mathematics Education Study Program, U. M. D., Puspadewi, K. R., Noviana, L. P. R., & Computer Science Study Program, U. P. M. I. (2026) · STEM Education · doi:10.3934/steme.2026017 · Cited by 1 · see citing works
Lastovska, A., Lāma, G., Kaļķis, H., Roja, Ž., & Rusakova, A. (2026) · Human-Intelligent Systems Integration · doi:10.1007/s42454-026-00095-1 · Cited by 1 · see citing works
An international educational framework for teaching simulation
Kögler, C., Roeder, T. M., Tako, A. A., & Anagnostou, A. (2026) · Journal of the Operational Research Society · doi:10.1080/01605682.2026.2656354 · Cited by 1 · see citing works
Using artificial intelligence as a mindtool to foster critical thinking in biology education
Mawn, M. V., & Washington, J. M. (2026) · Journal of Microbiology and Biology Education · doi:10.1128/jmbe.00048-26 · Cited by 1 · see citing works
Alomar, E. H. (2026) · Sustainability · doi:10.3390/su18105059 · Cited by 1 · see citing works
Elshall, A. S., Badir, A. M., & Gebremedhin, M. A. (2026) · Frontiers in Education · doi:10.3389/feduc.2026.1834090 · Cited by 1 · see citing works
Should we have a blind faith in the ChatGPT of generative AI in the tourism sector?
Kim, H., & Lee, S. (2026) · Journal of Travel & Tourism Marketing · doi:10.1080/10548408.2026.2667928 · Cited by 1 · see citing works
Ethical issues of large language models: a multi-level thematic synthesis of the academic literature
Pervez, H., Minkkinen, M., Jylhä, H., & Mäntymäki, M. (2026) · AI and Ethics · doi:10.1007/s43681-026-01173-5 · Cited by 3 · see citing works
Ng, A. W., & Cheung, C. F. (2026) · Sustainability · doi:10.3390/su18126086 · Cited by 1 · see citing works
Gonsalves, C., Vuren, S. V., & Gill-Simmen, L. (2026) · Journal of Marketing Education · doi:10.1177/02734753261454375 · Cited by 1 · see citing works
Self-citationLiu, C., Guo, J., Gao, R., Chen, X., Zhu, Q., & Chang, P. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1910545 · Cited by 1 · see citing works
Sun, L., & Zheng, Y. (2026) · Journal of Research on Technology in Education · doi:10.1080/15391523.2026.2711656 · Cited by 1 · see citing works
Kulal, A. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5355424 · Cited by 1 · see citing works
Significance of Critical Thinking in the Artificial Intelligence-Driven Academicscape
Jiresh, J. J., Devassy, J., & Abarna, S. K. (2025) · Advances in psychology, mental health, and behavioral studies (APMHBS) book series · doi:10.4018/979-8-3693-8709-2.ch006
Vicent, M., Katushabe, C., Gloria, M., & Rugasira, J. (2025) · Research Square · doi:10.21203/rs.3.rs-7008752/v1
Pensamiento crítico, inteligencia artificial y presupuesto
Castro-Manzano, J. M. (2025) · Metafísica y persona · doi:10.24310/metyper.34.2025.22108
Koontz, M., & Podlog, S. (2025) · Journal of Midwifery & Women s Health · doi:10.1111/jmwh.70021
Generative Artificial Intelligence in Enhancing Andragogy
Abubakari, M. S. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-6791-0.ch003
Jain, M., & Soni, U. (2025) · Global International Research Thoughts · doi:10.36676/girt.v13.i2.129
An Intelligent Tutoring System for Quote Generation Training in the Industry
Pashev, G., & Gaftandzhieva, S. N. (2025) · International Conference on Information Technologies (InfoTech) · doi:10.1109/infotech67177.2025.11175943 · Cited by 1 · see citing works
Rethinking Engineering Education Outcomes in the Light of Artificial Intelligence
Verhoef, A. H., van Niekerk, W., Toit, J. D., & Dyk, L. V. (2025) · Proceedings from the International Research Symposium on Problem-Based Learning (IRSPBL) · doi:10.54337/irspbl-11061
Ahmady, S., Kohan, N., & Monajemi, A. (2025) · Nursing and Health Sciences · doi:10.1111/nhs.70263
Amjad, A. I. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-4217-7.ch006
Generative AI and Critical Thinking: Expanding Bloom's Taxonomy
Gonsalves, C. (2025) · Edge Hill University · doi:10.25416/ntr.28299467
Self-citationHuman Agency and Empathy at Risk?
Ertürk, S. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-1195-1.ch008
Generative AI vs Future Competencies of Nigerian Public University Students: A Qualitative ApproachPreprint
Ajani, H., & Ramaila, S. (2025) · Research Square · doi:10.21203/rs.3.rs-8152885/v1
Utilizarea Etică A Inteligenţei Artificiale În Învăţământul Superior
Mureşan, R. (2025) · Sæculum · doi:10.2478/saec-2025-0019
Haberstroh, C., Stacey, T., Beedle, A., Campbell-Allen, R., Vincent, H., & Singh, C. M. (2025) · Review of Education · doi:10.1002/rev3.70128
Herdiana, D., Basyori, S. I., Darmawan, D., & Rahadian, D. (2026) · International Journal of Latest Technology in Engineering Management & Applied Science · doi:10.51583/ijltemas.2025.1412000095
Utami, I. A. M. I., Rismadewi, N. W. M., Agustiana, I. G. A. T., Diputra, K. S., & Adiredja, R. K. (2025) · Multidisciplinary Science Journal · doi:10.31893/multiscience.2026402
- Authors
- Gonsalves, C.
- Affiliations
- King's College London (GB)
- Corresponding author
- Gonsalves, Chahna
- ORCID
- Gonsalves, Chahna
- Venue
- Journal of Marketing Education
- Publisher
- SAGE Publications
- Published
- 2024-12-23
- Volume
- 48
- Issue
- 1
- Pages
- 4-19
- ISSN
- 0273-4753 (ISSN-L)
- 1552-6550
- OpenAlex
- W4405726304
- Cited by
- 161
- References
- 56
- Citations by year
- 2026: 96 · 2025: 65
- FWCI
- 60.54
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Journal of Marketing Education (publishedVersion, cc-by-nc)
- Research Portal (King's College London) (submittedVersion, cc-by-nd)
- Topics
- Physical Sciences › Computer Science › Information Systems › Artificial Intelligence in Education
- Social Sciences › Education › Education and Critical Thinking Development
- Social Sciences › Education › Educational Assessment and Pedagogy
- Keywords
- generative AI in education, ChatGPT, critical thinking, Bloom's taxonomy, AI-assisted learning, metacognition, melioration, moral reasoning, cooperative learning, reflective thinking, marketing education, AI dependency, cognitive development
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review