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ChatGPT: Bullshit spewer or the end of traditional assessments in higher education?
Open accessAbstract
ChatGPT is the world’s most advanced chatbot thus far. Unlike other chatbots, it can create impressive prose within seconds, and it has created much hype and doomsday predictions when it comes to student assessment in higher education and a host of other matters. ChatGPT is a state-of-the-art language model (a variant of OpenAI’s Generative Pretrained Transformer (GPT) language model) designed to generate text that can be indistinguishable from text written by humans. It can engage in conversation with users in a seemingly natural and intuitive way. In this article, we briefly tell the story of OpenAI, the organisation behind ChatGPT. We highlight the fundamental change from a not-for-profit organisation to a commercial business model. In terms of our methods, we conducted an extensive literature review and experimented with this artificial intelligence (AI) software. Our literature review shows our review to be amongst the first peer-reviewed academic journal articles to explore ChatGPT and its relevance for higher education (especially assessment, learning and teaching). After a description of ChatGPT’s functionality and a summary of its strengths and limitations, we focus on the technology’s implications for higher education and discuss what is the future of learning, teaching and assessment in higher education in the context of AI chatbots such as ChatGPT. We position ChatGPT in the context of current Artificial Intelligence in Education (AIEd) research, discuss student-facing, teacher-facing and system-facing applications, and analyse opportunities and threats. We conclude the article with recommendations for students, teachers and higher education institutions. Many of them focus on assessment.
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“The advent of GenAI has unveiled a plethora of threats to higher education and the broader societal fabric, encompassing concerns over authorship, copyright infringement, and the potential for misuse in activities such as spamming, disseminating fake news, creating malware, and hacking (Marcus, 2023;Rudolph et al., 2023aRudolph et al., , 2023b)).”
From Higher Education's Generative Artificial Intelligence Paradox: The Meaning of Chatbot Mania (2024) · cites this paper as Rudolph et al., 2023a
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“It is considered by many as the most powerful AI tool ever crated [9].”
From New Era of Artificial Intelligence in Education: Towards a Sustainable Multifaceted Revolution (2023) · cites this paper as [9]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“While AI technology offers promising ability for personalized learning experiences, efficient assessment, and adaptive feedback, it also presents novel challenges to the dynamics of the traditional educational bond [9].”
From New Era of Artificial Intelligence in Education: Towards a Sustainable Multifaceted Revolution (2023) · cites this paper as [9]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“The diverse learning trajectories observed in these cases illustrate how AI tools can facilitate non-linear, adaptive learning processes by enabling students to dynamically integrate new information with prior knowledge and external resources [15, 16].”
From Scaffolding Creativity: Integrating Generative AI Tools and Real-World Experiences in Business Education (2025) · cites this paper as [16]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“It is more student-friendly and can provide more need-based assistance than other AWE tools, as suggested by Guo et al. (2022) and Rudolph et al. (2023).”
From Impact of ChatGPT on ESL students’ academic writing skills: a mixed methods intervention study (2024) · cites this paper as Rudolph et al. (2023)
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“On the other hand, the promotion of learner autonomy and peer collaboration are similar to findings in the AWE literature (Dai et al., 2023;Rudolph et al., 2023).”
From Impact of ChatGPT on ESL students’ academic writing skills: a mixed methods intervention study (2024) · cites this paper as Rudolph et al., 2023
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“GPT-3's training on a vast corpus of 45 terabytes of text, sourced from a variety of internet-based entities like Common Crawl and Wikipedia, set a precedent for the scale of data utilised in AI development (Brown et al., 2020;Rudolph et al., 2023a).”
From Higher Education's Generative Artificial Intelligence Paradox: The Meaning of Chatbot Mania (2024) · cites this paper as Rudolph et al., 2023a
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“They highlight the transformative potential of generative AI in revolutionizing academic practices but also caution about its ability to facilitate academic dishonesty, such as through generating test answers [25].”
From Generative AI and Academic Integrity in Higher Education: A Systematic Review and Research Agenda (2025) · cites this paper as [25]
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In the citing paper
“They highlight the transformative potential of generative AI in revolutionizing academic practices but also caution about its ability to facilitate academic dishonesty, such as through generating test answers [25].”
From Generative AI and Academic Integrity in Higher Education: A Systematic Review and Research Agenda (2025) · cites this paper as [25]
In the citing paper
“However, concerns have been raised about ethical consideration and decreased reliability of the existing examinations.”
From Developing Medical Education Curriculum Reform Strategies to Address the Impact of Generative AI: Qualitative Study (2023) · cites this paper as [8]
In the citing paper
“On the other hand, the impact of GAI on education is disputed [6], with studies raising concerns about the ethical considerations of ChatGPT [7], evaluation practices [8], scientific integrity [9], and potential negative effects on students’ higher order thinking skills [10].”
From Developing Medical Education Curriculum Reform Strategies to Address the Impact of Generative AI: Qualitative Study (2023) · cites this paper as [8]
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The plasticity of ChatGPT’s mentalizing abilities: personalization for personality structures
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“Schizoid Personality Disorder (SPD) includes several typical symptoms (21): (1) A preference for solitude and a proclivity to engage in activities that are solitary in nature; (2) A lack of interest in or enjoyment of close interpersonal relationships; (3) Minimal or nonexistent sexual desire; (4) Perception of an ina…”
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“In addition, for strand 1, it may be instructive to consider the machine learning mechanisms underlying ChatGPT, such as supervised and reinforcement learning (Hong, 2023; Rudolph et al., 2023), and other A.I. applications to the learning sciences.”
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Aye, AI! ChatGPT passes multiple-choice family medicine exam
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Exploring ChatGPT’s impact on post-secondary education: A qualitative study
Rajabi, P., Taghipour, P., Cukierman, D., & Doleck, T. (2023) · Proceedings of the 25th Western Canadian Conference on Computing Education · doi:10.1145/3593342.3593360 · Cited by 57
“recommend educators to avoid assessments that are "so formulaic that nobody could tell if a computer completed them" and shift towards peer evaluations and teach-back techniques to measure students’ learning [24].”
BackgroundChatGPT for Teaching and Learning: An Experience from Data Science Education
Zheng, Y. (2023) · Conference on Information Technology Education · doi:10.1145/3585059.3611431 · Cited by 75
“Chat-GPT is much more powerful for assisting writing, not only for children or junior students, but also for essay and paper writing by graduate students [2, 10], e.g., paper proofreading, grammar check, sentence rephrasing, paper editing, etc. • Support for Group Learning and Collaborations [10, 17].”
BackgroundChatGPT, a brand-new tool to strengthen timeless competencies
Michalon, B., & Camacho-Zúñiga, C. (2023) · Frontiers in Education · doi:10.3389/feduc.2023.1251163 · Cited by 70
Hussain, K., Khan, M. L., & Malik, A. N. (2023) · Digital Business · doi:10.1016/j.digbus.2023.100071 · Cited by 74
“OpenAI is credited with creating ChatGPT, which is recognized for its remarkable ability to generate responses that closely resemble human communication (Rudolph et al., 2023).”
BackgroundChaka, C. (2024) · Journal of Applied Learning & Teaching · doi:10.37074/jalt.2024.7.1.14 · Cited by 85
Slamet, J. (2024) · Discover Artificial Intelligence · doi:10.1007/s44163-024-00143-2 · Cited by 57
“ChatGPT’s capacity to give rapid feedback and engage students in engaging dialogues was well received by the students [18].”
InfluentialTang, Q., Deng, W., Huang, Y., Wang, S., & Zhang, H. (2025) · Journal of Computer Assisted Learning · doi:10.1111/jcal.70027 · Cited by 55
Durmuş Sarıkahya, S., Özbay, Ö., Torpuş, K., Usta, G., & Çınar Özbay, S. (2025) · Nurse Education Today · doi:10.1016/j.nedt.2025.106755 · Cited by 60
Zlotnikova, I., Hlomani, H., Mokgetse, T. L., & Bagai, K. (2025) · Journal of Information Communication and Ethics in Society · doi:10.1108/jices-07-2024-0104 · Cited by 72
Here's to the future: Conversational agents in higher education- a scoping review
Pereira, D. S. M., Falcão, F., Costa, L., Lunn, B. S., Pêgo, J. M., & Costa, P. (2023) · International Journal of Educational Research · doi:10.1016/j.ijer.2023.102233 · Cited by 82
Playfoot, D. R., Quigley, M., & Thomas, A. G. (2024) · The Internet and Higher Education · doi:10.1016/j.iheduc.2024.100950 · Cited by 75
Taani, O., & Alabidi, S. (2024) · International Journal of Mathematical Education in Science and Technology · doi:10.1080/0020739x.2024.2357341 · Cited by 71
“Although it offers assistance in education with impressive responses, the lack of common sense, difficulty with complex reasoning, potential bias and inability to process visual information are limitations of ChatGPT in education (Rahman & Watanobe, 2023; Rudolph et al., 2023).”
Generative AI, Why, How, and Outcomes: A User Adoption Study
Huy, L. V., Nguyen, H. P. N., Vo‐Thanh, T., Thịnh, N. H., & Dung, T. T. T. (2017) · AIS Transactions on Human-Computer Interaction · doi:10.17705/1thci.00098 · Cited by 106
C., S. B. G., Bhandari, P., Gurung, S. K., Srivastava, E., Ojha, D., & Dhungana, B. R. (2024) · Cogent Education · doi:10.1080/2331186x.2024.2403287 · Cited by 78
“Artificial intelligence is creating a major impact on higher education, with tools like ChatGPT (Chat Generative Pre-trained Transformer) changing how students learn, teachers teach, and even how students are assessed (Dwivedi et al., 2023; Rudolph et al., 2023).”
Stone, B. W. (2025) · Teaching of Psychology · doi:10.1177/00986283241305398 · Cited by 54
“…fi ts, many have pointed out potential downsides of AI in higher education, including issues of academic integrity, inequity of access and use, and algorithmic biases, as well as other social and ethical implications (Capraro et al., 2024; Cotton et al., 2023; Perkins, 2023; Rudolph et al., 2023).”
Malik, A., Khan, M. L., Hussain, K., Qadir, J., & Tarhini, A. (2025) · Interactive Learning Environments · doi:10.1080/10494820.2024.2409407 · Cited by 57
“According to the majority of studies ChatGPT is a unique, practical, and beneficial tool for students (Gilson et al., 2023; Halaweh, 2023; Kasneci et al., 2023; Rudolph et al., 2023; Zhai, 2022).”
InfluentialCowling, M., Crawford, J., Allen, K.-A., & Wehmeyer, M. (2023) · Australasian Journal of Educational Technology · doi:10.14742/ajet.8598 · Cited by 55
“These were not designed to be exhaustive, but rather to provide initial theoretical arguments to support scholarly research in this area (Rudolph et al., 2023), considering some argue of limited long-term viability of AI in higher education (O’Dea & O’Dea, 2023; Popenici, 2023).”
BackgroundChatGPT for research and publication: Opportunities and challenges
Xames, M. D., & Shefa, J. (2023) · Journal of Applied Learning & Teaching · doi:10.37074/jalt.2023.6.1.20 · Cited by 117
Public perceptions towards ChatGPT as the Robo-Assistant
Jangjarat, K., Kraiwanit, T., Limna, P., & Sonsuphap, R. (2023) · Online Journal of Communication and Media Technologies · doi:10.30935/ojcmt/13366 · Cited by 63
Li, B., Kou, X., & Bonk, C. (2023) · Languages · doi:10.3390/languages8030197 · Cited by 50
“Most of the current discussions about ChatGPT’s implication for education focus on the accuracy and the quality of the content it provides (Rudolph et al. 2023).”
Towards Understanding the Geospatial Skills of ChatGPT
Mooney, P., Cui, W., Guan, B., & Juhász, L. (2023) · ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery (GeoAI) · doi:10.1145/3615886.3627745 · Cited by 73
“The potential impact of LLMs, ChatGPT, chatbots, AI, and so on in education permeates into every educational discipline or subject [43].”
A Social Perspective on AI in the Higher Education System: A Semisystematic Literature Review
Alshahrani, B. T., Pileggi, S. F., & Karimi, F. (2024) · Electronics · doi:10.3390/electronics13081572 · Cited by 82
Determinants of ChatGPT adoption among students in higher education: the moderating effect of trust
Foroughi, B., Iranmanesh, M., Ghobakhloo, M., Senali, M. G., Annamalai, N., Naghmeh‐Abbaspour, B., & Rejeb, A. (2024) · The Electronic Library · doi:10.1108/el-12-2023-0293 · Cited by 53
Mapping Tomorrow’s Teaching and Learning Spaces: A Systematic Review on GenAI in Higher Education
Tillmanns, T., Filho, A. S., Rudra, S., Weber, P., Dawitz, J., Wiersma, E., Dudenaite, D., & REYNOLDS, S. L. (2025) · Trends in Higher Education · doi:10.3390/higheredu4010002 · Cited by 88
“Codes: • Allowing students to write about topics that genuinely interest them, in which their voices come through and their opinions are valued [32]; • Teaching students to think and create and not just be satisfied with the convenience of acquiring knowledge [28]; Enabling students to break out of…”
InfluentialKhademi, A. (2023) · Journal of Applied Learning & Teaching · doi:10.37074/jalt.2023.6.1.28 · Cited by 72
From ChatGPT-3 to GPT-4: A Significant Advancement in AI-Driven NLP Tools
Rahaman, M. S., Ahsan, M. M. T., Anjum, N., Terano, H. J. R., & Rahman, M. M. (2023) · Journal of Engineering and Emerging Technologies · doi:10.52631/jeet.v1i1.188 · Cited by 74
Designing a course for pre-service science teachers using ChatGPT: what ChatGPT brings to the table
Okulu, H. Z., & Muslu, N. (2024) · Interactive Learning Environments · doi:10.1080/10494820.2024.2322462 · Cited by 61
“In contrast to previous chatbots, ChatGPT ’ s remarkable understanding and interpretation of human language enables users to ask questions and get responses in a natural and conversational manner (Rudolph et al., 2023; J. J. Zhu et al., 2023).”
Generative Artificial Intelligence, Human Agency and the Future of Cultural Heritage
Spennemann, D. H. R. (2024) · Heritage · doi:10.3390/heritage7070170 · Cited by 88
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 62
“For instance, GAI’s ability to provide immediate and personalized feedback could be utilized to offer writing assistance and support to students (Geng & Razali, 2022; Ippolito et al., 2022; Liu et al., 2023a, 2023b; Rudolph et al., 2023; Su et al., 2023).”
BackgroundDoes ChatGPT Write Like a Student? Engagement Markers in Argumentative Essays
Jiang, F. (., & Hyland, K. (2025) · Written Communication · doi:10.1177/07410883251328311 · Cited by 52
“For decades, conversational agents, commonly referred to as chatbots, have been applied to support teaching of foreign languages (Ji et al., 2023; Rudolph et al., 2023).”
Foreign Language Learning Assessment in the Age of ChatGPT
Moqbel, M. S. S., & Al-kadi, A. M. T. (2023) · Journal of English Studies in Arabia Felix · doi:10.56540/jesaf.v2i1.62 · Cited by 65
An In-Depth Review of ChatGPT’s Pros and Cons for Learning and Teaching in Education
Samala, A. D., Zhaı, X., Aoki, K., Bojić, L., & Žikić, S. (2024) · International Journal of Interactive Mobile Technologies (iJIM) · doi:10.3991/ijim.v18i02.46509 · Cited by 89
Potential Benefits and Risks of Artificial Intelligence in Education
Özer, M. (2024) · Bartın University Journal of Faculty of Education · doi:10.14686/buefad.1416087 · Cited by 72
“In other words, teachers now have to spend a significant portion of their time enriching educational environments with new systems and focusing on reviewing students' work and providing feedback (Rudolph et al., 2023).”
BackgroundMethodInfluentialWaiting for the revolution: how higher education institutions initially responded to ChatGPT
Korseberg, L., & Elken, M. (2024) · Higher Education · doi:10.1007/s10734-024-01256-4 · Cited by 58
“…experiences with and reflections on Chat-GPT (see e.g. Iskender, 2023; Stojanov, 2023), or they focus on the impacts of ChatGPT on academic integrity and the assessments of students (see e.g. Cotton et al., 2023; Crawford et al., 2023; Currie et al., 2023; Perkins, 2023; Rudolph et al., 2023).”
InfluentialAlmarashdi, H. S., Jarrah, A. M., Khurma, O. A., & Gningue, S. M. (2024) · Eurasia Journal of Mathematics Science and Technology Education · doi:10.29333/ejmste/15739 · Cited by 81
“Moreover, Rudolph et al. (2023) cited various benefits of ChatGPT, including its ability to generate human-like discussions, its speed and efficiency, and its cost-effectiveness because no human labor is needed.”
Baltà‐Salvador, R., Madafri, I. E., Brasó‐Vives, E., & Peña, M. (2025) · Computer Applications in Engineering Education · doi:10.1002/cae.22817 · Cited by 76
ChatGPT for Research and Publication: Opportunities and ChallengesPreprint
Xames, M. D., & Shefa, J. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4381803 · Cited by 51
Hu, J.-M., Liu, F.-C., Chu, C.-M., & Chang, Y.-T. (2023) · Journal of Medical Internet Research · doi:10.2196/49385 · Cited by 50
“ChatGPT quickly gained popularity for its detailed responses and articulate answers across multiple domains of knowledge [6].”
How are AI assistants changing higher education?
Schön, E.-M., Neumann, M., Hofmann-Stölting, C., Baeza-Yates, R. A., & Rauschenberger, M. (2023) · Frontiers in Computer Science · doi:10.3389/fcomp.2023.1208550 · Cited by 68
Qazi, S., Kadri, M. B., Naveed, M., Khawaja, B. A., Khan, S. Z., Alam, M. M., & Su’ud, M. M. (2024) · Computers, materials & continua/Computers, materials & continua (Print) · doi:10.32604/cmc.2024.048893 · Cited by 77
Huang, Q., Lv, C., Li, L., & Tu, S. (2025) · Systems · doi:10.3390/systems13030174 · Cited by 79
Seyri, H., & Ghiasvand, F. (2025) · Computers and Education Open · doi:10.1016/j.caeo.2025.100264 · Cited by 66
Foung, D., Lin, L., & Chen, J. (2024) · Computers and Education Artificial Intelligence · doi:10.1016/j.caeai.2024.100250 · Cited by 54
The Impact of AI Chatbot-Based Learning on Students’ Motivation in English Writing Classroom
Silitonga, L. M., Hawanti, S., Aziez, F., Furqon, M., Zain, D. S. M., Anjarani, S., & Wu, T. (2023) · Lecture notes in computer science · doi:10.1007/978-3-031-40113-8_53 · Cited by 72
Metadata
- Authors
- Rudolph, J., Tan, S., & Tan, S.
- Venue
- Journal of Applied Learning & Teaching
- Publisher
- Open Access Publishing Association
- Published
- 2023-01-25
- Volume
- 6
- Issue
- 1
- ISSN
- 2591-801X (ISSN-L)
- OpenAlex
- W4317910584
- Semantic Scholar
- 9460f9fbc532416c8ec39591577032a5fa4a79b3
- Cited by
- 1,806
- References
- 84
- Citations by year
- 2026: 258 · 2025: 481 · 2024: 648 · 2023: 418
- FWCI
- 424.07
- Type
- journal article
- Language
- en
- Open access
- diamond
- doi.org
- Licence
- other-oa
- Locations
- Journal of Applied Learning & Teaching (publishedVersion, other-oa)
- Topics
- Social Sciences › Education › Artificial Intelligence in Education
- Health Sciences › Medicine › Health Informatics › Artificial Intelligence in Healthcare and Education
- Social Sciences › Education › Academic integrity and plagiarism
- Keywords
- ChatGPT, generative AI, student assessment, higher education, AI chatbots, artificial intelligence in education, OpenAI, future of teaching and learning, academic integrity
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