Future of education in the era of generative artificial intelligence: Consensus among Chinese scholars on applications of ChatGPT in schools
Open accessAbstract
Abstract ChatGPT is an artificial intelligence chatbot that utilizes advanced natural language processing technologies, including large language models, to produce human‐like responses to user queries spanning a wide range of topics from programming to mathematics. As an emerging generative artificial intelligence (GAI) tool, it presents novel opportunities and challenges to the ongoing digital transformation of education. This article employs a systematic review approach to summarize the viewpoints of Chinese scholars and experts regarding the implementation of GAI in education. The research findings indicate that a majority of Chinese scholars support the cautious integration of GAI into education as it serves as a learning tool that offers personalized educational experiences for students. However, it also raises concerns related to academic integrity and the potential hindrance to students' critical thinking skills. Consequently, a framework called DATS, which outlines an optimization path for future GAI applications in schools, is proposed. The framework takes into account the perspectives of four key stakeholders: developers, administrators, teachers, and students.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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?
GenAI can be used by educators to craft personalised learning plans, create effective discussions and interactions, and deliver appropriate and practical feedback.
“GenAI can be used by educators to craft personalised learning plans, create effective discussions and interactions, and deliver appropriate and practical feedback (Liu et al., 2023).”
From Higher Education's Generative Artificial Intelligence Paradox: The Meaning of Chatbot Mania (2024) · cites this paper as Liu et al., 2023
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Proximal Policy Optimization Algorithms
Schulman, J., Wolski, F., Dhariwal, P., Radford, A., & Klimov, O. (2017) · arXiv · doi:10.48550/arxiv.1707.06347 · Cited by 10,625 · see citing works
Zawacki-Richter, O., Marín, V. I., Bond, M., & Gouverneur, F. (2019) · International Journal of Educational Technology in Higher Education · doi:10.1186/s41239-019-0171-0 · Cited by 7,242 · see citing works
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 · see citing works
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 · see citing works
Ray, P. P. (2023) · Internet of Things and Cyber-Physical Systems · doi:10.1016/j.iotcps.2023.04.003 · Cited by 2,463 · see citing works
Gilson, A., Safranek, C. W., Huang, T., Socrates, V., Chi, L., Taylor, R. A., & Chartash, D. (2023) · JMIR Medical Education · doi:10.2196/45312 · Cited by 2,078 · see citing works
What Is the Impact of ChatGPT on Education? A Rapid Review of the Literature
Lo, C. K. (2023) · Education Sciences · doi:10.3390/educsci13040410 · Cited by 2,024 · see citing works
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 · see citing works
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 · see citing works
Examining Science Education in ChatGPT: An Exploratory Study of Generative Artificial Intelligence
Cooper, G. (2023) · Journal of Science Education and Technology · doi:10.1007/s10956-023-10039-y · Cited by 1,263 · see citing works
ChatGPT for Education and Research: Opportunities, Threats, and Strategies
Rahman, M. M., & Watanobe, Y. (2023) · Applied Sciences · doi:10.3390/app13095783 · Cited by 1,080 · see citing works
ChatGPT for Education and Research: Opportunities, Threats, and Strategies
Rahman, M. M., & Watanobe, Y. (2023) · doi:10.20944/preprints202303.0473.v1 · Cited by 1,080 · see citing works
Artificial Intelligence in Education: The Three Paradigms
Ouyang, F., & Jiao, P. (2021) · Computers and Education: Artificial Intelligence · doi:10.1016/j.caeai.2021.100020 · Cited by 991 · see citing works
Jeon, J., & Lee, S. (2023) · Education and Information Technologies · doi:10.1007/s10639-023-11834-1 · Cited by 696 · see citing works
ChatGPT and the rise of generative AI: Threat to academic integrity?
Eke, D. O. (2023) · Journal of Responsible Technology · doi:10.1016/j.jrt.2023.100060 · Cited by 532 · see citing works
Empowering Educators to Be AI-Ready
Luckin, R., Cukurova, M., Kent, C., & du Boulay, B. (2022) · Computers and Education Artificial Intelligence · doi:10.1016/j.caeai.2022.100076 · Cited by 422 · see citing works
Towards hybrid <scp>human‐AI</scp> learning technologies
Molenaar, I. (2022) · European Journal of Education · doi:10.1111/ejed.12527 · Cited by 348 · see citing works
Generative artificial intelligence in the metaverse era
Lv, Z. (2023) · Cognitive Robotics · doi:10.1016/j.cogr.2023.06.001 · Cited by 330 · see citing works
Wang, D., Churchill, E., Maes, P., Fan, X., Shneiderman, B., Shi, Y., & Wang, Q. (2020) · Extended Abstracts of the 2020 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3334480.3381069 · Cited by 271 · see citing works
Interdisciplinary Research in Artificial Intelligence: Challenges and Opportunities
Kusters, R., Misevic, D., Berry, H., Cully, A., Cunff, Y. L., Dandoy, L., Díaz-Rodríguez, N., Ficher, M., Grizou, J., Othmani, A., et al. (2020) · Frontiers in Big Data · doi:10.3389/fdata.2020.577974 · Cited by 132 · see citing works
The threat, hype, and promise of artificial intelligence in education
Humble, N., & Mozelius, P. (2022) · Discover Artificial Intelligence · doi:10.1007/s44163-022-00039-z · Cited by 125 · see citing works
Christudas, B. C. L., Kirubakaran, E., & Thangaiah, P. R. J. (2017) · Telematics and Informatics · doi:10.1016/j.tele.2017.02.004 · Cited by 111 · see citing works
How do we start? An approach to learning analytics adoption in higher education
Gasevic, D., Tsai, Y.-S., Dawson, S., & Pardo, A. (2019) · The International Journal of Information and Learning Technology · doi:10.1108/ijilt-02-2019-0024 · Cited by 103 · see citing works
The Benefits, Risks and Regulation of Using ChatGPT in Chinese Academia: A Content Analysis
Hung, J., & Chen, J. (2023) · Social Sciences · doi:10.3390/socsci12070380 · Cited by 84 · see citing works
Artificial intelligence and rationalized unaccountability: Ideology of the elites?
Vesa, M. J., & Tienari, J. (2020) · Organization · doi:10.1177/1350508420963872 · Cited by 50 · see citing works
Accounting for the human when designing with AI : challenges identified
Stembert, N., & Harbers, M. (2019) · Data Archiving and Networked Services (DANS) · doi:10.1145/3290607 · Cited by 6 · see citing works
Flagged first, then by citations
Research works printed but not linked: 26
- Al-Worafi, Y. M., Hermansyah, A., Goh, K. W., & Ming, L. C. (2023). Artificial intelligence use in university: Should we ban ChatGPT? [Preprint]. Medicine & Pharmacology. https://doi.org/10.20944/preprints202302.0400. · DOI
- v1s · DOI
- Baker, P. (2023). ChatGPT for dummies. John Wiley & Sons.
- Gao, Q., & Yan, W. (2023). Knowledge revolution or education alienation? ChatGPT and the future of education. Journal of Xinjiang Normal University (Chinese Edition of Philosophy and Social Sciences), 44(5), 102-112. (in Chinese). https:// doi.org/10.14100/j.cnki.65-1039/g4.20230313.002 · DOI
- He, L., Ying, Z., Wang, Y., & Sun, W. (2023). ChatGPT in education: A diagnostic study of teaching ability. Journal of East China Normal University (Journal of Educational Science), 41(7), 162-176. (in Chinese)
- Jiang, H. (2023). Research on the impact of artificial intelligence chatbots on research results and talent evaluation: An analysis based on ChatGPT and Microsoft Bing perspectives. Journal of Chongqing University (Social Science Edition), 29(2), 97-110. (in Chinese)
- Jiao, J. L. (2023a). ChatGPT: Are school education friends or enemies? Modern Educational Technology, 33(4), 5-15. (in Chinese)
- - LIU ET AL. 28359402, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/fer3.10 by Readcube (Labtiva Inc.), Wiley Online Library on [02/09/2023]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License · DOI
- Jiao, J. L. (2023b). ChatGPT promotes the digital transformation of school education with artificial intelligence: What to learn and how to teach in the era of AI. Distance Education in China, 43(4), 16-23. (in Chinese). https://doi.org/10.13541/j. cnki.chinade.20230226.001 · DOI
- Li, H., & Wang, W. (2023). Design and evaluation of student assignments in the era of generative artificial intelligence. Open Education Research, 29(3), 31-39. (in Chinese). https://doi.org/10.13966/j.cnki.kfjyyj.2023.03.003 · DOI
- Li, Z. (2023). The subversion and resetting of the "basic" of basic education by ChatGPT/AIGC. Journal of East China Normal University (Journal of Educational Science), 41(7), 47-55.
- Lu, Y., Yu, J., Chen, P., & Li, M. (2023). Education applications and prospects generative artificial intelligence: Using the ChatGPT system as an example. Distance Education in China, 43(4), 24-31. (in Chinese). https://doi.org/10.13541/j. cnki.chinade.20230301.001 · DOI
- Qiu, Y., & Li, Z. (2023). Challenge, integration, and change: Review of the "ChatGPT and future education" conference. Modern Distance Education Research, 35(3), 3-12. (in Chinese)
- Wang, T. (2023). Features, educational significance, and problem-solving of ChatGPT. Ideological & Theoretical Education, 4, 19-25. (in Chinese). https://doi.org/10.16075/j.cnki.cn31-1220/g4.2023.04.011 · DOI
- Wang, Y., Wang, D., Liang, W., & Liu, C. (2023). "Aladdin's Lamp" or "Pandora's Box": The potential and risks of ChatGPT education applications. Modern Distance Education Research, 35(2), 48-56. (in Chinese)
- Watkins, R., Milman, N. B., & Corry, M. (2022). New artificial intelligence technologies and potential educational impli- cations. Distance Learning, 19(4), 101-105.
- Wu, D., Li, H., & Chen, X. (2023). Analysis of the impact of generative artificial intelligence model education applications. Open Education Research, 29(2), 19-25. (in Chinese). https://doi.org/10.13966/j.cnki.kfjyyj.2023.02.003 · DOI
- Xia, Q., Cheng, M., Xue, X., Zhao, J., & Lai, J. (2023). How to effectively integrate ChatGPT into education from an in- ternational perspective-Based on a systematic review on 72 literature. Modern Educational Technology, 33(6), 26-33.
- Yang, Z., Wang, J., Wu, D., & Chen, X. (2023). Exploring the impact of ChatGPT/AIGC on education and strategies for response. Journal of East China Normal University (Journal of Educational Science), 41(7), 26-35. (in Chinese)
- Yu, G., & Su, J. (2023). The communication revolution and media ecology in the wave of generative artificial intelligence: From ChatGPT to the future of fully intelligent era. Journal of Xinjiang Normal University (Chinese Edition of Phi- losophy and Social Sciences), 44(5), 1-10. (in Chinese). https://doi.org/10.14100/j.cnki.65-1039/g4.20230307.001 · DOI
- Zhang, R. (2023). The impact of generative artificial intelligence technology on the education field: An interview about ChatGPT. E-education Research, 44(2), 5-14. (in Chinese). https://doi.org/10.13811/j.cnki.eer.2023.02.001 · DOI
- Zhang, Z., Zhang, L., Mi, T., & Qiu, S. (2023). Will large-scale language models promote structural reform in schools? A prospective analysis based on ChatGPT. Distance Education in China, 43(4), 32-41. (in Chinese). https://doi.org/10. 13541/j.cnki.chinade.20230301.002 · DOI
- Zheng, Y., & Ren, W. (2023). The pathway selection for the educational application of ChatGPT from the perspective of practical observation. Modern Distance Education, 2, 3-10. (in Chinese). https://doi.org/10.13927/j.cnki.yuan.20230328. 002 · DOI
- Zhou, H., & Li, Y. (2023). The impact of ChatGPT on the educational ecosystem and response strategies. Journal of Xinjiang Normal University (Chinese Edition of Philosophy and Social Sciences), 44(4), 1-11. (in Chinese). https://doi.org/10. 14100/j.cnki.65-1039/g4.20230224.001 · DOI
- Zhu, Y., Li, Y., Yang, Y., & Zhai, X. (2023). Intelligent technology drives higher education reform: Key points and reflections on the 2023 Horizon report: Teaching and learning edition. Open Education Research, 29(3), 19-30. (in Chinese). https:// doi.org/10.13966/j.cnki.kfjyyj.2023.03.002 · DOI
- Zhu, Y., & Yang, F. (2023). ChatGPT/generative artificial intelligence and educational innovation: Opportunities, challenges, and the future. Journal of East China Normal University (Educational Sciences), 41(7), 1-14. (in Chinese). https://doi. org/10.16382/j.cnki.1000-5560.2023.07.001 · DOI
Cited by
Sorted by citations
<scp>AI</scp>‐driven adaptive learning for sustainable educational transformation
Strielkowski, W., Grebennikova, V., Lisovskiy, A., Rakhimova, G., & Vasileva, T. (2025) · Sustainable Development · doi:10.1002/sd.3221 · Cited by 581 · see citing works
The impact of generative artificial intelligence on socioeconomic inequalities and policy making
Capraro, V., Lentsch, A., Acemoglu, D., Akgun, S., Akhmedova, A., Bilancini, E., Bonnefon, J.-F., Brañas-Garza, P., Butera, L., Douglas, K. M., et al. (2024) · PNAS Nexus · doi:10.1093/pnasnexus/pgae191 · Cited by 371 · see citing works
Almogren, A. S., Al-Rahmi, W. M., & Dahri, N. A. (2024) · Heliyon · doi:10.1016/j.heliyon.2024.e31887 · Cited by 194 · see citing works
ChatGPT Needs SPADE (Sustainability, PrivAcy, Digital divide, and Ethics) Evaluation: A Review
Khowaja, S. A., Khuwaja, P., Dev, K., Wang, W., Nkenyereye, L., & Fortino, G. (2024) · Cognitive Computation · doi:10.1007/s12559-024-10285-1 · Cited by 208 · see citing works
Morales-García, W. C., Sairitupa-Sanchez, L. Z., Morales-García, S. B., & Morales-García, M. (2024) · Frontiers in Education · doi:10.3389/feduc.2024.1323898 · Cited by 198 · see citing works
Higher Education's Generative Artificial Intelligence Paradox: The Meaning of Chatbot Mania
Rudolph, J., Mohamed Ismail, F. M., & Popenici, S. (2024) · Journal of University Teaching and Learning Practice · doi:10.53761/54fs5e77 · Cited by 128 · see citing works
Ahmed, Z., Shanto, S. S., Rime, M. H. K., Morol, M. K., Fahad, N., Hossen, M. J., & Abdullah-Al-Jubair, M. (2024) · IEEE Access · doi:10.1109/access.2024.3461874 · Cited by 123 · see citing works
“Providing insights from Chinese experts, the DATS framework [55] presents a balanced perspective to navigate the promises and perils of GAI tools in education.”
BackgroundYim, I. H. Y., & Wegerif, R. (2024) · Future in Educational Research · doi:10.1002/fer3.65 · Cited by 90 · see citing works
Generative AI Professional Development Needs for Teacher Educators
Nyaaba, M., & Zhai, X.-M. (2024) · Journal of AI · doi:10.61969/jai.1385915 · Cited by 81 · see citing works
Preparing future educators for AI-enhanced classrooms: Insights into AI literacy and integration
Kohnke, L., Zou, D., Ou, A. W., & Gu, M. M. (2025) · Computers and Education: Artificial Intelligence · doi:10.1016/j.caeai.2025.100398 · Cited by 86 · see citing works
Bukar, U. A., Sayeed, M. S., Razak, A., Yogarayan, S., & Sneesl, R. (2024) · IEEE Access · doi:10.1109/access.2024.3425172 · Cited by 89 · see citing works
Annamalai, N., Bervell, B., Mireku, D. O., & Andoh, R. P. K. (2024) · Computers and Education Artificial Intelligence · doi:10.1016/j.caeai.2024.100346 · Cited by 99 · see citing works
Transforming education: exploring the influence of generative AI on teaching performance
Mulyani, H., Azim, M. I., Shauki, E. R., Kurniati, F., & Arlinda, H. (2025) · Cogent Education · doi:10.1080/2331186x.2024.2448066 · Cited by 97 · see citing works
Chen, J., Zhuo, Z., & Lin, J. (2023) · Sustainability · doi:10.3390/su152416928 · Cited by 70 · see citing works
Mulaudzi, L. V., & Hamilton, J. (2025) · Journal of Academic Ethics · doi:10.1007/s10805-025-09615-1 · Cited by 56 · see citing works
Tang, Q., Deng, W., Huang, Y., Wang, S., & Zhang, H. (2025) · Journal of Computer Assisted Learning · doi:10.1111/jcal.70027 · Cited by 55 · see citing works
How understanding the limitations and risks of using ChatGPT can contribute to willingness to use
Murshidi, G. H. A., Shulgina, G., Kapuza, A., & Costley, J. (2024) · Smart Learning Environments · doi:10.1186/s40561-024-00322-9 · Cited by 59 · see citing works
Baltà‐Salvador, R., Madafri, I. E., Brasó‐Vives, E., & Peña, M. (2025) · Computer Applications in Engineering Education · doi:10.1002/cae.22817 · Cited by 52 · see citing works
ChatPRCS: A Personalized Support System for English Reading Comprehension Based on ChatGPT
Wang, X., Zhong, Y., Huang, C., & Huang, X. (2024) · IEEE Transactions on Learning Technologies · doi:10.1109/tlt.2024.3405747 · Cited by 57 · see citing works
Asad, M. M., & Ajaz, A. (2024) · International Journal of Information and Learning Technology · doi:10.1108/ijilt-06-2024-0103 · Cited by 64 · see citing works
Exploring the influence of ChatGPT on student academic success and career readiness
Dahri, N. A., Yahaya, N., & Al-Rahmi, W. M. (2024) · Education and Information Technologies · doi:10.1007/s10639-024-13148-2 · Cited by 63 · see citing works
Anani, G. E., Nyamekye, E., & Baffour-Koduah, D. (2025) · Discover Education · doi:10.1007/s44217-025-00434-5 · Cited by 72 · see citing works
Al‐Emran, M., Al-Sharafi, M. A., Foroughi, B., Al-Qaysi, N., Mansoor, D., Beheshti, A., & Ali, N. B. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13485-w · Cited by 48 · see citing works
Wang, W.-S., Lin, C.-J., Lee, H.-Y., Huang, Y.-M., & Wu, T.-T. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13557-x · Cited by 43 · see citing works
Could ChatGPT get an engineering degree? Evaluating higher education vulnerability to AI assistants
Borges, B., Foroutan, N., Bayazit, D., Sotnikova, A., Montariol, S., Nazaretsky, T., Banaei, M., Sakhaeirad, A., Servant, P., Neshaei, S. P., et al. (2024) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2414955121 · Cited by 47 · see citing works
Delving into educators’ perspectives on ChatGPT in management education: a qualitative exploration
Bhaskar, P., & Gupta, P. K. (2024) · Interactive Technology and Smart Education · doi:10.1108/itse-08-2023-0169 · Cited by 40 · see citing works
Cabellos, B., de Aldama, C., & Pozo, J. I. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2024.1468900 · Cited by 53 · see citing works
Empowering Educators in the Learning Ecosystem
Tariq, M. U. (2024) · Advances in educational marketing, administration, and leadership book series · doi:10.4018/979-8-3693-1536-1.ch010 · Cited by 38 · see citing works
Collaborative Uses of GenAI Tools in Project-Based Learning
Perifanou, M. A., & Economides, A. A. (2025) · Education sciences · doi:10.3390/educsci15030354 · Cited by 45 · see citing works
Küçük, T. (2024) · Arab World English Journal · doi:10.24093/awej/chatgpt.6 · Cited by 37 · see citing works
Outsourcing Humanity? ChatGPT, Critical Thinking, and the Crisis in Higher Education
Royer, C. (2024) · Studies in Philosophy and Education · doi:10.1007/s11217-024-09946-3 · Cited by 48 · see citing works
Fu, C., Silalahi, A. D. K., Shih, I.-T., Phuong, D. T. T., Eunike, I. J., & Jargalsaikhan, S. (2024) · Human Behavior and Emerging Technologies · doi:10.1155/2024/8114315 · Cited by 36 · see citing works
Mienye, I. D., & Swart, T. G. (2025) · Procedia Computer Science · doi:10.1016/j.procs.2025.02.077 · Cited by 46 · see citing works
Zhu, Y., Zhu, C., Wu, T., Wang, S., Zhou, Y., Chen, J., Wu, F., & Li, Y. (2025) · Education and Information Technologies · doi:10.1007/s10639-024-12898-3 · Cited by 33 · see citing works
Almogren, A. S., Al-Rahmi, W. M., & Dahri, N. A. (2024) · IEEE Access · doi:10.1109/access.2024.3498047 · Cited by 44 · see citing works
Flipped Learning and Artificial Intelligence
López-Villanueva, D., Campión, R. S., & Palau, R. (2024) · Electronics · doi:10.3390/electronics13173424 · Cited by 43 · see citing works
Sallam, M., Al‐Salahat, K., Eid, H., Egger, J., & Puladi, B. (2024) · Advances in Medical Education and Practice · doi:10.2147/amep.s479801 · Cited by 36 · see citing works
Perceptions of STEM education and artificial intelligence: a Twitter (X) sentiment analysis
Smith-Mutegi, D., Mamo, Y., Kim, J., Crompton, H., & McConnell, M. (2025) · International Journal of STEM Education · doi:10.1186/s40594-025-00527-5 · Cited by 42 · see citing works
Chiu, M.-L. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13612-7 · Cited by 29 · see citing works
Zheng, W., Ma, Z., Sun, J., Wu, Q., & Hu, Y. (2024) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2024.2433300 · Cited by 34 · see citing works
Zhu, Z., Ren, Y., & Shen, A. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13551-3 · Cited by 28 · see citing works
Self-citationGenerative AI and Learning Analytics
Khosravi, H., Viberg, O., Kovanovic, V., & Ferguson, R. (2023) · Journal of Learning Analytics · doi:10.18608/jla.2023.8333 · Cited by 25 · see citing works
Pan, L., Luo, H., & Gu, Q. (2025) · IEEE Access · doi:10.1109/access.2025.3546572 · Cited by 24 · see citing works
Virtual Tutor, Digital Natives and AI: Analyzing the impact of ChatGPT on academia in Indonesia
Margono, H., Saud, M., & Falahat, M. (2024) · Social Sciences & Humanities Open · doi:10.1016/j.ssaho.2024.101069 · Cited by 26 · see citing works
Han, J., Liu, G., Liu, X., Yang, Y., Quan, W., & Chen, Y. (2024) · Heliyon · doi:10.1016/j.heliyon.2024.e33251 · Cited by 29 · see citing works
The impact of generative artificial intelligence on socioeconomic inequalities and policy makingPreprint
Capraro, V., Lentsch, A., Acemoğlu, D., Akgün, S., Akhmedova, A., Bilancini, E., Bonnefon, J., Brañas‐Garza, P., Butera, L., Douglas, K. M., et al. (2023) · doi:10.31234/osf.io/6fd2y · Cited by 36 · see citing works
ChatGPT integration significantly boosts personalized learning outcomes: A Philippine study
Agbong-Coates, I. J. (2024) · International Journal of Educational Management and Development Studies · doi:10.53378/353067 · Cited by 33 · see citing works
Karamuk, E. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-0122-8.ch007 · Cited by 26 · see citing works
Dai, K., Liu, Y., & Zhang, X. (2026) · Computers and Education Artificial Intelligence · doi:10.1016/j.caeai.2026.100544 · Cited by 21 · see citing works
Galindo‐Domínguez, H., Delgado, N., de la Maza, M. S., & Urbieta, J. M. E. (2026) · Computers in Human Behavior · doi:10.1016/j.chb.2026.108985 · Cited by 21 · see citing works
Security Considerations in Generative AI for Web Applications
Sindiramutty, S. R., Prabagaran, K. R. V., Jhanjhi, N. Z., Ghazanfar, M. A., Malik, N. A., & Soomro, T. R. (2024) · Advances in information security, privacy, and ethics book series · doi:10.4018/979-8-3693-5415-5.ch009 · Cited by 20 · see citing works
Al‐Emran, M. (2024) · Interactive Learning Environments · doi:10.1080/10494820.2024.2324326 · Cited by 22 · see citing works
A review on enhancing education with AI: exploring the potential of ChatGPT, Bard, and generative AI
Abebe, A. (2025) · Discover Education · doi:10.1007/s44217-025-00426-5 · Cited by 18 · see citing works
Turmuzi, M., Azmi, S., & Kertiyani, N. M. I. (2025) · Teaching and Teacher Education · doi:10.1016/j.tate.2025.105286 · Cited by 38 · see citing works
ChatGPT in Education, Healthcare, and Cybersecurity: Opportunities and Challenges
Mohammed, S. P., & Hossain, G. (2024) · IEEE Annual Computing and Communication Workshop and Conference (CCWC) · doi:10.1109/ccwc60891.2024.10427923 · Cited by 18 · see citing works
Govender, R. (2023) · Pythagoras · doi:10.4102/pythagoras.v44i1.787 · Cited by 18 · see citing works
Sok, S., Heng, K., & Pum, M. (2025) · SAGE Open · doi:10.1177/21582440251353575 · Cited by 22 · see citing works
Addressing Academic Dishonesty in Higher Education: A Systematic Review of Generative AI’s Impact
Sharma, R. C., & Panja, S. K. (2025) · Open Praxis · doi:10.55982/openpraxis.17.2.820 · Cited by 30 · see citing works
Haraldsrud, A., & Odden, T. O. B. (2025) · Journal of Chemical Education · doi:10.1021/acs.jchemed.5c00657 · Cited by 17 · see citing works
Virlan, A. Y., & Tomak, B. (2024) · Language Teaching Research · doi:10.1177/13621688241308836 · Cited by 25 · see citing works
Challenges and Limitations of Generative AI in Education
Gökoğlu, S. (2024) · Advances in Educational Technologies and Instructional Design · doi:10.4018/979-8-3693-1351-0.ch008 · Cited by 15 · see citing works
Morales-García, W. C., Sairitupa-Sanchez, L. Z., Morales-García, S. B., & Morales-García, M. (2024) · Behavioral Sciences · doi:10.3390/bs14060437 · Cited by 21 · see citing works
Xu, M. (2025) · Interactive Learning Environments · doi:10.1080/10494820.2025.2465439 · Cited by 15 · see citing works
Integration of AI-driven digital twins for real-time optimization of renewable energy grids
Ugwu, C. N., Ogenyi, F. C., Ugwu, J. N., Ugwu, P.-C. O., & Okon, M. B. (2026) · Frontiers in Energy Research · doi:10.3389/fenrg.2026.1748233 · Cited by 20 · see citing works
Hua, J. H. (2023) · International Journal of Educational Management and Development Studies · doi:10.53378/353030 · Cited by 26 · see citing works
From big data to intelligent libraries: Leveraging analytics for enhanced user experiences
Adewojo, A. A., & Dunmade, A. O. (2024) · Business Information Review · doi:10.1177/02663821241264707 · Cited by 21 · see citing works
Khuder, B. (2025) · Applied Linguistics · doi:10.1093/applin/amaf022 · Cited by 15 · see citing works
The Future of AI Chatbots in Higher EducationPreprint
Chukwuere, J. E. (2024) · Qeios · doi:10.32388/ue841k · Cited by 15 · see citing works
Chamola, V., Dave, D., Goyal, I., & Sharma, S. (2026) · Expert Systems · doi:10.1111/exsy.70201 · Cited by 23 · see citing works
AI-based Writing Tools: Empowering Students to Achieve Writing Success
(2024) · Advances in Educational Technology and Psychology · doi:10.23977/aetp.2024.080206 · Cited by 14 · see citing works
Undergraduate Nursing Students’ Perspectives on Artificial Intelligence in Academia
Lam, M., Adhami, N., Du, O., Huntley, R., Abdulai, A.-F., Yi Wong, K. L., & Hung, L. (2025) · Canadian Journal of Nursing Research · doi:10.1177/08445621251347025 · Cited by 13 · see citing works
Hernández, A. C., Hernández, C. A. H., Torres, A. B. G., & Quezadas, M. M. (2024) · Ciencia Latina Revista Científica Multidisciplinar · doi:10.37811/cl_rcm.v8i4.12456 · Cited by 13 · see citing works
The Impact of Generative Artificial Intelligence on Socioeconomic Inequalities and Policy MakingPreprint
Capraro, V., Lentsch, A., Acemoğlu, D., Akgün, S., Akhmedova, A., Bilancini, E., Bonnefon, J., Brañas‐Garza, P., Butera, L., Douglas, K. M., et al. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4666103 · Cited by 13 · see citing works
Artificial Intelligence in Education (AIED) Policies in School Context: A Mixed Approach Research
Salha, S., Mousa, A., & Khayat, S. (2024) · Leadership and Policy in Schools · doi:10.1080/15700763.2024.2443675 · Cited by 13 · see citing works
Empowering Teachers With Generative AI Tools and Support
Si̇pahi̇oğlu, M. (2024) · Advances in educational technologies and instructional design book series · doi:10.4018/979-8-3693-1351-0.ch011 · Cited by 12 · see citing works
Peng, Z., & Wan, Y. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13586-6 · Cited by 14 · see citing works
Labib, W. A., Abdelsattar, A., Abowardah, E. S., Abdelalim, M. F., & Mahmoud, H. (2025) · Sustainability · doi:10.3390/su172210029 · Cited by 16 · see citing works
Shishakly, R. (2025) · European Journal of STEM Education · doi:10.20897/ejsteme/17646 · Cited by 12 · see citing works
Shoaib, M., Husnain, G., Sayed, N., Ghadi, Y. Y., Alajmi, M., & Qahmash, A. (2025) · IEEE Access · doi:10.1109/access.2025.3530474 · Cited by 15 · see citing works
Wang, J., & Chuanbo, Z. (2025) · SAGE Open · doi:10.1177/21582440251342464 · Cited by 13 · see citing works
Kayyali, M. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3693-8332-2.ch002 · Cited by 11 · see citing works
Faizin, N., Alfan, M., Basid, A., Ramadhan, M. R., Panatik, S. A., & Kawakip, A. N. (2025) · Discover Education · doi:10.1007/s44217-025-00767-1 · Cited by 11 · see citing works
Sallam, M., Al‐Salahat, K., Eid, H., Egger, J., & Puladi, B. (2024) · medRxiv · doi:10.1101/2024.01.08.24300995 · Cited by 11 · see citing works
Alshraah, S. M., Kariem, N., Alshraah, A. M., Aldosemani, T. I., & AlQarni, K. (2024) · Journal of Language Teaching and Research · doi:10.17507/jltr.1504.34 · Cited by 10 · see citing works
Towards Generative AI for Course Content Production: Expert Reflections
Ullmann, T., Edwards, C., Bektik, D., Herodotou, C., & Whitelock, D. (2024) · European Journal of Open, Distance and E-Learning · doi:10.2478/eurodl-2024-0013 · Cited by 14 · see citing works
Bridging the Gap: ChatGPT’s Role in Enhancing STEM Education
Luan, L., Lin, X. Y., & Dai, Y. (2025) · Open Praxis · doi:10.55982/openpraxis.17.1.685 · Cited by 16 · see citing works
Wang, K., Yang, Z., & Jaehong, K. (2025) · Innovations in Education and Teaching International · doi:10.1080/14703297.2025.2529247 · Cited by 10 · see citing works
THE INFLUENCE OF ARTIFICIAL INTELLIGENCE TECHNOLOGIES ON MODERN EDUCATION
Tereshchenko, A., & Морозов, А. В. (2024) · Человеческий капитал. · doi:10.25629/hc.2024.04.11 · Cited by 9 · see citing works
Chere, M., & Wayi, N. (2024) · Springer eBooks · doi:10.1007/978-3-031-69954-2_7 · Cited by 11 · see citing works
Paredes-Aguirre, M., Bolaños-Mendoza, C., Ortíz-Rojas, M., Martinez-Tovar, J., Sanchez-Mendoza, M., & Moreno-Abramowicz, M. (2026) · Cogent Education · doi:10.1080/2331186x.2026.2614093 · Cited by 12 · see citing works
Blended Learning and AI: Enhancing Teaching and Learning in Higher Education
Wong, K. K. (2024) · Lecture notes in computer science · doi:10.1007/978-981-97-4442-8_4 · Cited by 9 · see citing works
Evaluation of ChatGPT Usage in Preschool Education: Teacher Perspectives
Uğraş, M. (2024) · Eğitim Ve İnsani Bilimler Dergisi Teori Ve Uygulama · doi:10.58689/eibd.1537337 · Cited by 12 · see citing works
Hu, Y.-H. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13379-x · Cited by 11 · see citing works
Privacy Vs. Personalization: GENAI’s Role in Technology Adoption
Chakraborty, D., Gunasekaran, A., & Subramanian, G. (2025) · Journal of Computer Information Systems · doi:10.1080/08874417.2025.2534545 · Cited by 11 · see citing works
Cao, K., Ping, W., & Zhao, J. (2025) · Frontiers in Education · doi:10.3389/feduc.2025.1622620 · Cited by 8 · see citing works
Hwang, B., Puntha, P., & Jitanugoon, S. (2025) · Journal of Service Theory and Practice · doi:10.1108/jstp-01-2025-0017 · Cited by 12 · see citing works
Choi, K. Y., Wu, C., & Moorhouse, B. L. (2025) · Technology in Language Teaching & Learning · doi:10.29140/tltl.v7n3.102516 · Cited by 13 · see citing works
Palomino-Flores, P., Cristi-López, R., & Paul, D. (2024) · IEEE World Engineering Education Conference (EDUNINE) · doi:10.1109/edunine60625.2024.10500654 · Cited by 7 · see citing works
Yeniçeri, Ü., & Kenan, A. (2025) · Ege Eğitim Dergisi · doi:10.12984/egeefd.1625648 · Cited by 10 · see citing works
Sosa, J. V. C., & Huancahuire‐Vega, S. (2026) · JMIR Formative Research · doi:10.2196/82667 · Cited by 10 · see citing works
- Authors
- Liu, M., Ren, Y., Nyagoga, L. M., Stonier, F., Wu, Z., & Yu, L.
- Affiliations
- Southwest University (CN)
- Corresponding author
- Liu, Ming
- Venue
- Future in Educational Research
- Publisher
- Wiley
- Published
- 2023-09
- Volume
- 1
- Issue
- 1
- Pages
- 72-101
- ISSN
- 2835-9402 (ISSN-L)
- OpenAlex
- W4386390931
- Cited by
- 267
- References
- 22
- Citations by year
- 2026: 77 · 2025: 100 · 2024: 84 · 2023: 6
- FWCI
- 63.13
- Type
- journal article
- Language
- en
- Open access
- diamond
- doi.org
- Licence
- Locations
- Future in Educational Research (publishedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Natural Science Foundation of China (61977054)
- Topics
- Physical Sciences › Computer Science › Information Systems › Artificial Intelligence in Education
- Health Sciences › Medicine › Health Informatics › Artificial Intelligence in Healthcare and Education
- Physical Sciences › Computer Science › Artificial Intelligence › Educational Technology and Pedagogy
- Keywords
- generative AI in education, ChatGPT, large language models, academic integrity, critical thinking, personalized learning, digitalization of education, stakeholder perspectives, teacher and student attitudes
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