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ChatGPT in the higher education: A systematic literature review and research challenges
Open accessAbstract
ChatGPT has gained significant attention in the higher education sector as it can be applied across a wide range of topics. Despite ChatGPT's versatility in offering support across various educational disciplines, it is still in its early stages and requires further exploration to be fully utilized effectively in education. This systematic literature review aims to explore the trends, adoption measures, diverse applications, and current limitations of ChatGPT research in higher education. This review systematically analyzed 57 research articles published between 2023 and 2024. This study identified trends in ChatGPT in higher education by providing temporal views, geographical locations, and research methods used. Furthermore, this study explored users’ intention to adopt and use ChatGPT in higher education by focusing on post-adoption, intention to use, and acceptance stages. Considering the extensive advantages ChatGPT brings to the academic community, this review explores its diverse applications in educational settings for academic staff, students, researchers, and non-academic users. Finally, this study outlined the current limitations in ChatGPT research within higher education and proposed future research directions, aiming for continuous improvement in the field. This study can benefit higher education by providing valuable insights into the effective utilization of ChatGPT.
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“Baig and Yadegaridehkordi (2024) synthesized 57 studies of ChatGPT in higher education.”
From From Assistance to Substitution: Generative AI and Undergraduate Research Skills (2026) · cites this paper as Baig & Yadegaridehkordi, 2024
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“Recent reviews show that this is no longer a marginal use of technology: research has expanded across disciplines, with ChatGPT examined as an assistance for learning and writing, feedback tool, and source of personalized support (Baig & Yadegaridehkordi, 2024; Lo et al., 2024).”
From From Assistance to Substitution: Generative AI and Undergraduate Research Skills (2026) · cites this paper as Baig & Yadegaridehkordi, 2024
Citations
Cites
Perceived usefulness, perceived ease of use, and user acceptance of information technology
Davis, F. D. (1989) · MIS Quarterly · doi:10.2307/249008 · Cited by 68,483
User Acceptance of Information Technology: Toward A Unified View1
Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003) · MIS Quarterly · doi:10.2307/30036540 · Cited by 45,035
From Intentions to Actions: A Theory of Planned Behavior
Ajzen, I. (1985) · Action Control · doi:10.1007/978-3-642-69746-3_2 · Cited by 19,057
The DeLone and McLean Model of Information Systems Success: A Ten-Year Update
(2003) · Journal of Management Information Systems · doi:10.1080/07421222.2003.11045748 · Cited by 11,791
Task-Technology Fit and Individual Performance
Goodhue, D. L., & Thompson, R. L. (1995) · MIS Quarterly · doi:10.2307/249689 · Cited by 6,006
Action control : from cognition to behavior
Kühl, J., & Beckmann, J. (1985) · Cited by 3,444
Chatting and cheating: Ensuring academic integrity in the era of ChatGPT
Cotton, D. R. E., Cotton, P. A., & Shipway, J. R. (2024) · Innovations in Education and Teaching International · doi:10.1080/14703297.2023.2190148 · Cited by 3,087
Chatting and Cheating. Ensuring academic integrity in the era of ChatGPT
Cotton, D., Cotton, P., & Shipway, J. R. (2023) · doi:10.35542/osf.io/mrz8h · Cited by 3,079
Drazin, R. (1991) · The Journal of Technology Transfer · doi:10.1007/bf02371446 · Cited by 2,122
ChatGPT: Bullshit spewer or the end of traditional assessments in higher education?
(2023) · Journal of Applied Learning & Teaching · doi:10.37074/jalt.2023.6.1.9 · Cited by 1,806
A SWOT analysis of ChatGPT: Implications for educational practice and research
Farrokhnia, M., Banihashem, S. K., Noroozi, O., & Wals, A. (2024) · Innovations in Education and Teaching International · doi:10.1080/14703297.2023.2195846 · Cited by 1,384
Analysis of self-efficacy theory of behavioral change
Bandura, A., & Adams, N. E. (1977) · Cognitive Therapy and Research · doi:10.1007/bf01663995 · Cited by 1,338
Challenges and Opportunities of Generative AI for Higher Education as Explained by ChatGPT
Michel-Villarreal, R., Vilalta-Perdomo, E., Salinas-Navarro, D. E., Thierry-Aguilera, R., & Gerardou, F. S. (2023) · Education Sciences · doi:10.3390/educsci13090856 · Cited by 877
Strzelecki, A. (2024) · Interactive Learning Environments · doi:10.1080/10494820.2023.2209881 · Cited by 807
Transformative effects of ChatGPT on modern education: Emerging Era of AI Chatbots
Gill, S. S., Xu, M., Patros, P., Wu, H., Kaur, R., Kaur, K., Fuller, S., Singh, M., Arora, P., Parlikad, A. K., et al. (2023) · Internet of Things and Cyber-Physical Systems · doi:10.1016/j.iotcps.2023.06.002 · Cited by 638
Understanding and Using Mediators and Moderators
Wu, A. D., & Zumbo, B. D. (2007) · Social Indicators Research · doi:10.1007/s11205-007-9143-1 · Cited by 602
Lessons for Guidelines from the Diffusion of Innovations
Rogers, E. M. (1995) · The Joint Commission Journal on Quality Improvement · doi:10.1016/s1070-3241(16)30155-9 · Cited by 560
Crawford, J., Cowling, M., & Allen, K.-A. (2023) · Journal of University Teaching and Learning Practice · doi:10.53761/1.20.3.02 · Cited by 547
The opportunities and challenges of ChatGPT in education
Adeshola, I., & Adepoju, A. P. (2024) · Interactive Learning Environments · doi:10.1080/10494820.2023.2253858 · Cited by 517
Determinants of Intention to Use ChatGPT for Educational Purposes: Findings from PLS-SEM and fsQCA
Foroughi, B., Senali, M. G., Iranmanesh, M., Khanfar, A. A. A., Ghobakhloo, M., Annamalai, N., & Naghmeh‐Abbaspour, B. (2023) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2023.2226495 · Cited by 510
The Perception by University Students of the Use of ChatGPT in Education
Ngo, T. T. A. (2023) · International Journal of Emerging Technologies in Learning (iJET) · doi:10.3991/ijet.v18i17.39019 · Cited by 451
What ChatGPT means for universities: Perceptions of scholars and students
(2023) · Journal of Applied Learning & Teaching · doi:10.37074/jalt.2023.6.1.22 · Cited by 431
Use of ChatGPT in academia: Academic integrity hangs in the balance
Bin-Nashwan, S. A., Sadallah, M., & Bouteraa, M. (2023) · Technology in Society · doi:10.1016/j.techsoc.2023.102370 · Cited by 394
A multinational study on the factors influencing university students’ attitudes and usage of ChatGPT
Abdaljaleel, M., Barakat, M. M., Alsanafi, M., Salim, N. A., Abazid, H., Malaeb, D. N., Mohammed, A. H., Hassan, B. A. R., Wayyes, A. M., Farhan, S. S., et al. (2024) · Scientific Reports · doi:10.1038/s41598-024-52549-8 · Cited by 391
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
Nikolic, S., Daniel, S., Haque, R., Belkina, M., Hassan, G. M., Grundy, S., Lyden, S., Neal, P., & Sandison, C. (2023) · European Journal of Engineering Education · doi:10.1080/03043797.2023.2213169 · Cited by 336
ChatGPT: Empowering lifelong learning in the digital age of higher education
Rawas, S. (2024) · Education and Information Technologies · doi:10.1007/s10639-023-12114-8 · Cited by 310
Evaluating Academic Answers Generated Using ChatGPT
Fergus, S., Botha, M., & Ostovar, M. (2023) · Journal of Chemical Education · doi:10.1021/acs.jchemed.3c00087 · Cited by 300
Analysing the Role of ChatGPT in Improving Student Productivity in Higher Education
Fauzi, F., Tuhuteru, L., Sampe, F., Ausat, A. M. A., & Hatta, H. R. (2023) · Journal on Education · doi:10.31004/joe.v5i4.2563 · Cited by 283
Use of ChatGPT at University as a Tool for Complex Thinking: Students’ Perceived Usefulness
Romero-Rodríguez, J.-M., Ramírez-Montoya, M.-S., Buenestado-Fernández, M., & Lara-Lara, F. (2023) · Journal of New Approaches in Educational Research · doi:10.7821/naer.2023.7.1458 · Cited by 277
Al-Sharafi, M. A., Al‐Emran, M., Iranmanesh, M., Al-Qaysi, N., Iahad, N. A., & Arpacı, İ. (2022) · Interactive Learning Environments · doi:10.1080/10494820.2022.2075014 · Cited by 276
Exploring the Implications of ChatGPT for Language Learning in Higher Education
Baskara, R., & Mukarto, M. (2023) · IJELTAL (Indonesian Journal of English Language Teaching and Applied Linguistics) · doi:10.21093/ijeltal.v7i2.1387 · Cited by 275
Chaudhry, I. S., Sarwary, S. A. M., El Refae, G. A., & Chabchoub, H. (2023) · Cogent Education · doi:10.1080/2331186x.2023.2210461 · Cited by 262
From chatting to self-educating: Can AI tools boost student learning outcomes?
Boubker, O. (2023) · Expert Systems with Applications · doi:10.1016/j.eswa.2023.121820 · Cited by 259
Discussing ChatGPT in education: A literature review and bibliometric analysis
Pradana, M., Elisa, H. P., & Syarifuddin, S. (2023) · Cogent Education · doi:10.1080/2331186x.2023.2243134 · Cited by 253
Exploring the integration of ChatGPT in education: adapting for the future
Elbanna, S., & Armstrong, L. (2024) · Management & Sustainability: An Arab Review · doi:10.1108/msar-03-2023-0016 · Cited by 238
Artificial Intelligence in studies—use of ChatGPT and AI-based tools among students in Germany
von Garrel, J., & Mayer, J. (2023) · Humanities and Social Sciences Communications · doi:10.1057/s41599-023-02304-7 · Cited by 236
Maheshwari, G. (2023) · Education and Information Technologies · doi:10.1007/s10639-023-12333-z · Cited by 216
ChatGPT in higher education learning: Acceptance and use
Habibi, A., Muhaimin, M., Danibao, B. K., Wibowo, Y. G., Wahyuni, S., & Octavia, A. (2023) · Computers and Education: Artificial Intelligence · doi:10.1016/j.caeai.2023.100190 · Cited by 214
Students' perceptions of using ChatGPT in a physics class as a virtual tutor
Ding, L., Li, T., Jiang, S., & Gapud, A. (2023) · International Journal of Educational Technology in Higher Education · doi:10.1186/s41239-023-00434-1 · Cited by 208
Exploring the impact of ChatGPT on education: A web mining and machine learning approach
Rejeb, A., Rejeb, K., Appolloni, A., Treiblmaier, H., & Iranmanesh, M. (2024) · The International Journal of Management Education · doi:10.1016/j.ijme.2024.100932 · Cited by 201
Bonsu, E. M., & Baffour-Koduah, D. (2023) · Journal of Education Society & Multiculturalism · doi:10.2478/jesm-2023-0001 · Cited by 200
Ansari, A. N., Ahmad, S., & Bhutta, S. M. (2024) · Education and Information Technologies · doi:10.1007/s10639-023-12223-4 · Cited by 198
Cheung, B. H. H., Lau, G. K. K., Wong, G. T. C., Lee, E. Y. P., Kulkarni, D., Seow, C. S., Wong, R., & Co, M. T.-H. (2023) · PLOS ONE · doi:10.1371/journal.pone.0290691 · Cited by 195
Elderly's intention to use technologies: A systematic literature review
Yap, Y.-Y., Tan, S., & Choon, S.-W. (2022) · Heliyon · doi:10.1016/j.heliyon.2022.e08765 · Cited by 181
Jafari, F., & Keykha, A. (2023) · Journal of Applied Research in Higher Education · doi:10.1108/jarhe-09-2023-0426 · Cited by 164
Wang, H., Wu, W., Dou, Z., He, L., & Yang, L. (2023) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2023.105173 · Cited by 163
Ali, K., Barhom, N., Tamimi, F., & Duggal, M. (2024) · European Journal of Dental Education · doi:10.1111/eje.12937 · Cited by 152
Exploring the Usage of ChatGPT in Higher Education: Frequency and Impact on Productivity
Firaina, R., & Sulisworo, D. (2023) · Buletin Edukasi Indonesia · doi:10.56741/bei.v2i01.310 · Cited by 151
Singh, H., Tayarani-Najaran, M.-H., & Yaqoob, M. (2023) · Education Sciences · doi:10.3390/educsci13090924 · Cited by 150
Artificial Intelligence Use in University: should We Ban ChatGPT ?Preprint
Al‐Worafi, Y. M., Hermansyah, A., Goh, K. W., & Ming, L. C. (2023) · Preprints.org · doi:10.20944/preprints202302.0400.v1 · Cited by 149
Exploring the ethical considerations of using Chat GPT in university education
Huallpa, E. A. (2023) · Periodicals of Engineering and Natural Sciences (PEN) · doi:10.21533/pen.v11i4.3770 · Cited by 145
ChatGPT in Medical Imaging Higher Education
Currie, G., Singh, C., Nelson, T., Nabasenja, C., Al-Hayek, Y., & Spuur, K. (2023) · Radiography · doi:10.1016/j.radi.2023.05.011 · Cited by 128
Artificial intelligence in sport management education: Playing the AI game with ChatGPT
Keiper, M. C., Fried, G. B., Lupinek, J. M., & Nordstrom, H. (2023) · Journal of Hospitality Leisure Sport & Tourism Education · doi:10.1016/j.jhlste.2023.100456 · Cited by 127
Duong, C. D., Bui, D. T., Phạm, T. H., Vu, A. T., & Nguyen, V. H. (2023) · Interactive Technology and Smart Education · doi:10.1108/itse-05-2023-0096 · Cited by 121
Examining students’ intention to use ChatGPT: Does trust matter?
Rahman, M. S., Sabbir, M. M., Zhang, D. J., Moral, I. H., & Hossain, G. M. S. (2023) · Australasian Journal of Educational Technology · doi:10.14742/ajet.8956 · Cited by 111
Kayalı, B., Yavuz, M., Balat, Ş., & Çalışan, M. (2023) · Australasian Journal of Educational Technology · doi:10.14742/ajet.8915 · Cited by 110
The Role of Artificial Intelligence in Higher Education: ChatGPT Assessment for Anatomy Course
Talan, T., & Kalınkara, Y. (2023) · Uluslararası Yönetim Bilişim Sistemleri ve Bilgisayar Bilimleri Dergisi · doi:10.33461/uybisbbd.1244777 · Cited by 104
The impact of Artificial Intelligence in academia: Views of Turkish academics on ChatGPT
Livberber, T., & Ayvaz, S. (2023) · Heliyon · doi:10.1016/j.heliyon.2023.e19688 · Cited by 103
Adams, D., Chuah, K.-M., Devadason, E., & Azzis, M. S. A. (2023) · Education and Information Technologies · doi:10.1007/s10639-023-12427-8 · Cited by 101
Analyzing ChatGPT adoption drivers with the TOEK framework
Jo, H., & Bang, Y. (2023) · Scientific Reports · doi:10.1038/s41598-023-49710-0 · Cited by 99
Meron, Y., & Araci, Y. T. (2023) · Design Science · doi:10.1017/dsj.2023.28 · Cited by 87
Dai, Y., Lai, S., Lim, C. P., & Liu, A. (2023) · Australasian Journal of Educational Technology · doi:10.14742/ajet.8843 · Cited by 85
Chen, J., Zhuo, Z., & Lin, J. (2023) · Sustainability · doi:10.3390/su152416928 · Cited by 79
A Cross-Disciplinary Examination of the Instructional Uses of ChatGPT in Higher Education
Onal, S., & Kulavuz‐Onal, D. (2023) · Journal of Educational Technology Systems · doi:10.1177/00472395231196532 · Cited by 67
Performance of ChatGPT on the MCAT: The Road to Personalized and Equitable Premedical LearningPreprint
Bommineni, V. L., Bhagwagar, S. Z., Balcarcel, D. R., Davatzikos, C. A., & Boyer, D. L. (2023) · medRxiv · doi:10.1101/2023.03.05.23286533 · Cited by 62
Tajik, E., & Tajik, F. (2023) · doi:10.36227/techrxiv.22589497.v1 · Cited by 61
Cowling, M., Crawford, J., Allen, K.-A., & Wehmeyer, M. (2023) · Australasian Journal of Educational Technology · doi:10.14742/ajet.8598 · Cited by 55
Kazançoğlu, Y., & Özkan-Özen, Y. D. (2019) · Quality Assurance in Education · doi:10.1108/qae-12-2016-0089 · Cited by 53
PAIGE: A generative AI-based framework for promoting assignment integrity in higher education
Shanto, S. S., Ahmed, Z., & Jony, A. I. (2023) · STEM Education · doi:10.3934/steme.2023018 · Cited by 52
Yadegaridehkordi, E., Nasir, M. H. N. M., Noor, N. F. B. M., Shuib, L. M., & Badie, N. (2018) · Applied Soft Computing · doi:10.1016/j.asoc.2017.12.051 · Cited by 49
Self-citationWandelt, S., Sun, X., & Zhang, A. (2023) · Journal of Air Transport Management · doi:10.1016/j.jairtraman.2023.102483 · Cited by 43
An ANFIS model of quality of experience prediction in education
Vasileva-Stojanovska, T., Vasileva, M., Malinovski, T., et al. (2015) · Applied Soft Computing · doi:10.1016/j.asoc.2015.04.047 · Cited by 43
Below average ChatGPT performance in medical microbiology exam compared to university students
Sallam, M., & Al-Salahat, K. (2023) · Frontiers in Education · doi:10.3389/feduc.2023.1333415 · Cited by 39
Prioritizing the components of e-learning systems by using fuzzy DEMATEL and ANP
Çelikbilek, Y., & Tüylü, A. N. A. (2019) · Interactive Learning Environments · doi:10.1080/10494820.2019.1655065 · Cited by 38
Morjaria, L., Burns, L., Bracken, K., Ngo, Q. N., Lee, M., Levinson, A. J., Smith, J., Thompson, P., & Sibbald, M. (2023) · Journal of Medical Education and Curricular Development · doi:10.1177/23821205231204178 · Cited by 31
Tajik, E., & Tajik, F. (2023) · doi:10.36227/techrxiv.22589497 · Cited by 25
MCDM for Engineering Education: Literature Review and Research Issues
Hassan, S. A. H. S., Ching, T. S., & Mohd‐Yusof, K. (2017) · Advances in intelligent systems and computing · doi:10.1007/978-3-319-60937-9_16 · Cited by 14
Prasetya, R. E., & Syarif, A. (2023) · Voices of English Language Education Society · doi:10.29408/veles.v7i3.19303 · Cited by 10
Baig, M., Yadegaridehkordi, E., Shuib, L., & Sallehuddin, H. (2023) · Education and Information Technologies : Official Journal of the IFIP technical committee on Education · doi:10.1007/s10639-023-11875-6 · Cited by 8
Self-citation
Research works printed but not linked: 5
- Chukwuere, 2023, ChatGPT: The game changer for higher education institutions, Jozac Academic Voice, 3, 22
- Kitchenham, 2004, 33, 1
- Kitchenham, 2007, Guidelines for performing systematic literature reviews in software engineering version 2.3, Engineering, 45, 13
- Kolade, O., Owoseni, A., & Egbetokun, A. (2023). Assessment on trial? ChatGPT and the new frontiers of learning and assessment in higher education. doi:10.13140/RG.2.2.32665.4976.. · DOI
- Shaengchart, 2023, Factors influencing theacceptance of ChatGPT usage among higher education students in Bangkok, Thailand, Advance Knowledge for Executives, 2, 1
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“Most review studies have examined the effectiveness of ChatGPT in education (Ansari et al. 2024; Baig and Yadegaridehkordi, 2024; Chen et al. 2024; Grassini, 2023).”
RetractedBatista, J., Mesquita, A., & Carnaz, G. (2024) · Information · doi:10.3390/info15110676 · Cited by 256
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“Despite their hazards and limitations, genAI chatbots offer many possibilities in higher education [3] and are already used extensively in many arenas outside of academia.”
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Metadata
- Authors
- Baig, M. I., & Yadegaridehkordi, E.
- Affiliations
- University of Malaya (MY)
- Central Queensland University (AU)
- Corresponding author
- Yadegaridehkordi, Elaheh
- Venue
- International Journal of Educational Research
- Publisher
- Elsevier BV
- Published
- 2024
- Volume
- 127
- Pages
- 102411
- ISSN
- 0883-0355 (ISSN-L)
- OpenAlex
- W4400721580
- Semantic Scholar
- 160c16073d2a7c361947d885411108f5eb900506
- Cited by
- 208
- References
- 79
- Citations by year
- 2026: 126 · 2025: 76 · 2024: 6
- FWCI
- 11.98
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- International Journal of Educational Research (publishedVersion, cc-by)
- Topics
- Social Sciences › Education › Artificial Intelligence in Education
- Health Sciences › Medicine › Health Informatics › Artificial Intelligence in Healthcare and Education
- Social Sciences › Business, Management and Accounting › Marketing › AI in Service Interactions
- Keywords
- ChatGPT, large language models, higher education, technology adoption, intention to use, technology acceptance, research trends, research limitations
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