The DOI matches its Crossref record; 36 of the 36 references it cites were found in a registry or an index.
Exploring Students’ Perceptions of ChatGPT: Thematic Analysis and Follow-Up Survey
Open accessAbstract
ChatGPT has sparked both excitement and skepticism in education. To analyze its impact on teaching and learning it is crucial to understand how students perceive ChatGPT and assess its potential and challenges. Toward this, we conducted a two-stage study with senior students in a computer engineering program ( $n=56$ ). In the first stage, we asked the students to evaluate ChatGPT using their own words after they used it to complete one learning activity. The returned responses (3136 words) were analyzed by coding and theme building (36 codes and 15 themes). In the second stage, we used the derived codes and themes to create a 27-item questionnaire. The students responded to this questionnaire three weeks later after completing other activities with the help of ChatGPT. The results show that the students admire the capabilities of ChatGPT and find it interesting, motivating, and helpful for study and work. They find it easy to use and appreciate its human-like interface that provides well-structured responses and good explanations. However, many students feel that ChatGPT’s answers are not always accurate and most of them believe that it requires good background knowledge to work with since it does not replace human intelligence. So, most students think that ChatGPT needs to be improved but are optimistic that this will happen soon. When it comes to the negative impact of ChatGPT on learning, academic integrity, jobs, and life, the students are divided. We conclude that ChatGPT can and should be used for learning. However, students should be aware of its limitations. Educators should try using ChatGPT and guide students on effective prompting techniques and how to assess generated responses. The developers should improve their models to enhance the accuracy of given answers. The study provides insights into the capabilities and limitations of ChatGPT in education and informs future research and development.
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“Similarly, Shoufan [27,28] underscores both the benefits and risks of using ChatGPT in educational contexts, particularly its ability to provide accurate answers that could be exploited in exams.”
From Generative AI and Academic Integrity in Higher Education: A Systematic Review and Research Agenda (2025) · cites this paper as [28]
In the citing paper
“While Shoufan (2023) found that only 6% of their participants viewed AI systems as a major threat to learning or academic integrity, our findings differed significantly.”
From A Survey on Student Use of Generative AI Chatbots for Academic Research (2024) · cites this paper as Shoufan (2023)
In the citing paper
“This supports Shoufan's (2023) finding that students recognize the possibility of inaccuracies in generative AI outputs and believe a review of the output is needed.”
From A Survey on Student Use of Generative AI Chatbots for Academic Research (2024) · cites this paper as Shoufan (2023)
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Cites
Perceived usefulness, perceived ease of use, and user acceptance of information technology
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“The perceived usefulness and ease of use are determinants for the behavioral intention to use technology according to the technology acceptance model (TAM) [34].”
MethodUser Acceptance of Information Technology: Toward A Unified View1
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“More research is needed to understand these and other factors using modern models such as the unified theory of acceptance and use of technology (UTAUT) [37].”
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ChatGPT for good? On opportunities and challenges of large language models for education
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“…fairness, excessive reliance on ChatGPT by students and teachers, lack of expertise in integrating this technology in teaching, the difficulty of distinguishing model-generated from student-generated answers, cost of training and maintenance, data privacy and security, and sustainable usage [23].”
BackgroundInfluentialLiu, P., Yuan, W., Fu, J., Jiang, Z., Hayashi, H., & Neubig, G. (2023) · ACM Computing Surveys · doi:10.1145/3560815 · Cited by 4,361 · cited 1×
“Prompt engineering is an emerging topic in large language models that provides an understanding of how prompting affects the performance of these models [32], [33].”
BackgroundLiu, P., Yuan, W., Fu, J., Jiang, Z., Hayashi, H., & Neubig, G. (2021) · arXiv · doi:10.48550/arxiv.2107.13586 · Cited by 4,352 · cited 1×
“Prompt engineering is an emerging topic in large language models that provides an understanding of how prompting affects the performance of these models [32], [33].”
BackgroundKung, T. H., Cheatham, M., Medenilla, A., Sillos, C., De Leon, L., Elepaño, C., Madriaga, M., Aggabao, R., Diaz-Candido, G., Maningo, J., et al. (2023) · PLOS Digital Health · doi:10.1371/journal.pdig.0000198 · Cited by 4,115 · cited 2×
“The authors suggested that ChatGPT could be used in medical education and potentially support clinical decision-making [27].”
BackgroundMethodGilson, 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
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“Therefore, its inconsistent factual precision has been acknowledged as a notable drawback according to [24].”
BackgroundInfluentialChatbots: History, technology, and applications
Adamopoulou, E., & Moussiades, L. (2020) · Machine Learning with Applications · doi:10.1016/j.mlwa.2020.100006 · Cited by 1,090
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Patel, M. G., Prajapati, H. N., Patel, N. K., Patel, N. S., Patel, A. K., & Brahmbhatt, H. A. (2024) · ShodhKosh Journal of Visual and Performing Arts · doi:10.29121/shodhkosh.v5.i5.2024.1956 · Cited by 2
Students' Perceptions and Intentions Regarding ChatGPT Usage in Higher Education
Chan, S. W., Norhisham, N. I. S., Ismail, F., & Ahmad, M. F. (2024) · International Conference e-Society, e-Learning and e-Technologies · doi:10.1145/3678610.3678625 · Cited by 2
“According to Shoufan [9], most students appreciate the user interface of ChatGPT and its ability to generate responses and explanations that mimic human conversation.”
The Efficiency of ChatGPT Vs Google Against Self-Learning of Undergraduate Students
Niranon, P., & Triyason, T. (2024) · doi:10.1109/incit63192.2024.10810629 · Cited by 1
Student Attitude toward Chat GPT as Learning Aid Tool
Damanik, E. S. D. (2025) · Proceeding of International Seminar Enrichment of Career by Knowledge of Language and Literature · doi:10.25139/eckll.v12i1.9610 · Cited by 1
A’seri, M. S. M., Mahmud, M. M., Yaacob, Y., Ahmad, R., Nagasundram, U., & Mustamam, N. I. (2024) · International Conference on Education Technology and Computer · doi:10.1145/3702163.3702179 · Cited by 2
“However, there’s a risk of over-dependence on ChatGPT, driven by convenience and 24/7 availability, potentially diminishing students’ inclination to seek guidance from educators [12].”
Generative KI im universitären Kontext – Die Perspektive der Studierenden
Roth, C., Kolb, A., Bredl, K., & Matthes, E. (2025) · Zeitschrift für Hochschulentwicklung · doi:10.21240/zfhe/sh-ki-2/05 · Cited by 3
“Dennoch bestehen Bedenken bezüglich Fehlinformationen, ethischen Konflikten und akademischem Fehlverhalten (Chan & Hu, 2023; Shoufan, 2023).”
Ismail, S. S., Lynch, J., & Alghazo, R. (2024) · IEEE International Conference on Engineering Education (ICEED) · doi:10.1109/iceed62316.2024.10923780 · Cited by 1
Analyzing Student Ethical Perception on ChatGPT Usage in Indonesian Higher Education
Chau, M., Veny, Kurniawan, P. A., & Gui, A. (2024) · Beyond Technology Summit on Informatics International Conference (BTS-I2C) · doi:10.1109/bts-i2c63534.2024.10942198 · Cited by 2
“…research conducted with senior students majoring in computer engineering showed that while they appreciate the engaging and motivating aspects of ChatGPT’s capabilities, they are also aware that its answers may not always legitimate, and that competent use requires a solid knowledge beforehand [8].”
Krishnan, R., & Kandasamy, L. (2025) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-83608-068-820251005 · Cited by 1
A systematic review on the role of ChatGPT on student learning
Iqbal, J. (2024) · Integration of Mankind and Society · doi:10.56770/ims2024123 · Cited by 1
Giovannella, C., Alkhafaji, A. S. A., Dascălu, M., & Popescu, E. (2025) · Interaction design & architecture(s)/ID&A Interaction design & architecture(s) · doi:10.55612/s-5002-067-002 · Cited by 1
Kosar, T., Ostojić, D., Liu, Y. D., & Mernik, M. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4640063 · Cited by 1
Imran, M., Shahid, A. R., Hou, M., & Imteaj, A. (2024) · doi:10.36227/techrxiv.170630660.06963201/v1 · Cited by 4
Xu, X., Su, Y., Zhang, H., Zhang, Y., & Hao, S. (2024) · Research Square · doi:10.21203/rs.3.rs-4503199/v1 · Cited by 1
Rojas, Ó. A. C., Contero, M., & Hincapié, M. (2024) · Research Square · doi:10.21203/rs.3.rs-4572031/v1 · Cited by 2
Withdrawn: Exploring Middle-Aged Women’s Post-Session Perceptions of Generative AI UtilizationPreprint
Ha, J. E., Lee, S., & Chung, J. (2025) · Preprints.org · doi:10.20944/preprints202506.2362.v1 · Cited by 1
Relying on LLMs: Student Practices and Instructor Norms are Changing in Computer Science EducationPreprint
Lin, X., Huang, H., Shi, S., Zhou, Y., & Vines, J. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.6627298 · Cited by 1
From Tool to Method: Developing AI Literacy in an Upper-Level History Course
Dumančić, M., & Stickle, T. (2026) · Journal of Teaching and Learning with Technology · doi:10.14434/jotlt.v14i1.41669
Stepping Stones for Self-Learning
Hai-Jew, S. (2023) · Advances in educational technologies and instructional design book series · doi:10.4018/979-8-3693-0074-9.ch005
Chat Generative Pretrained Transformer (ChatGPT) for Data Analysis
Niranjanamurthy, M., Kantharaju, V., Satish, S., Umashankar, N., & Raviram, V. (2023) · International Conference on Mobile Networks and Wireless Communications (ICMNWC) · doi:10.1109/icmnwc60182.2023.10435984
Retracted: Emerging Frontiers: A Survey of Recent Advancements in Artificial Intelligence
Belwal, P., Upadhyay, A., & Dixit, A. K. (2024) · IEEE International Conference on Computing, Power and Communication Technologies (IC2PCT) · doi:10.1109/ic2pct60090.2024.10486575
“Paper [3] shows the study about ChatGpt [3] The study examines student’s perceptions of ChatGPT, an AI-powered large language model, in the context of education.”
BackgroundRetractedTutoring and Education: Identifying the Opportunities and Challenges of ChatGPT Among Students
Atiyah, A. N. (2024) · Communications in Mathematics and Applications · doi:10.26713/cma.v14i5.2687
“However, its inaccuracy and apparent factual bias may have an impact on academic work quality (Shoufan [16]).”
Metadata
- Authors
- Shoufan, A.
- Affiliations
- Khalifa University of Science and Technology (AE)
- Corresponding author
- Shoufan, Abdulhadi
- ORCID
- Shoufan, Abdulhadi
- Venue
- IEEE Access
- Published
- 2023
- Volume
- 11
- Pages
- 38805-38818
- ISSN
- 2169-3536 (ISSN-L)
- OpenAlex
- W4366377796
- Semantic Scholar
- 587b50d31e99f37489e1a2b338d8ddb07026da0b
- Cited by
- 499
- References
- 34
- Citations by year
- 2026: 91 · 2025: 138 · 2024: 211 · 2023: 59
- FWCI
- 117.58
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- IEEE Access (publishedVersion, cc-by-nc-nd)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Mohammed Bin Rashid Smart Learning Program, Ministry of Education, United Arab Emirates
- Topics
- Social Sciences › Education › Artificial Intelligence in Education
- Health Sciences › Medicine › Health Informatics › Artificial Intelligence in Healthcare and Education
- Physical Sciences › Computer Science › Artificial Intelligence › Intelligent Tutoring Systems and Adaptive Learning
- Keywords
- ChatGPT, student perceptions, large language models in education, computer engineering students, academic integrity, prompting techniques, response accuracy
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