大学生生成式AI依赖的关联因素及其伦理风险研究——基于温江大学城368份问卷数据
Research on the Factors Related to College Students’ Reliance on Generative AI and Their Ethical Risks—Based on 368 Questionnaires from Wenjiang University Town
DOI: 10.12677/sa.2026.1510227, PDF,    科研立项经费支持
作者: 黄 东, 何佼肴*:宜宾学院法学与公共管理学院,四川 宜宾
关键词: 生成式AI;智能辅助;伦理;依赖;语言模型;Generative AI; Intelligent Assistance; Ethics; Dependence; Language Models
摘要: 本研究旨在探讨影响当代大学生对生成式AI产生依赖的关联因素,并分析其伴随的伦理风险。研究以温江大学城的368名在校大学生为调查对象,通过问卷调查法收集数据。研究采用描述性统计和多元回归分析等方法,考察了AI使用频率、可及性、学习有用性、社会态度、个人经验、隐私安全、机构指南等多个因素与学生AI依赖程度之间的关系。研究发现,AI使用频率是影响依赖的最强预测因素,同时,个性化学习、个人经验、学习有用性、可及性、社会态度、机构指南以及隐私与数据安全担忧也与AI依赖存在显著的正向关联。研究结论指出,大学生对生成式AI的依赖是一个由技术便利性、个人效用感知和制度环境共同作用的复杂现象,并伴随着认知外包、学术诚信和数据安全等伦理风险,需要教育机构进行系统性引导和规制。
Abstract: This study aims to explore the factors influencing contemporary college students’ dependence on generative AI and to analyze the accompanying ethical risks. The study surveyed 368 university students in Wenjiang University Town, collecting data through questionnaire surveys. Using descriptive statistics and multiple regression analysis, the study examined the relationships among multiple factors such as AI usage frequency, accessibility, learning usefulness, social attitude, personal experience, privacy security, and institutional guidelines and students’ degree of AI dependence. The study found that AI usage frequency is the strongest predictor of dependence, while personalized learning, personal experience, learning usefulness, accessibility, social attitudes, institutional guidelines, as well as privacy and data security concerns, are all significantly positively correlated with AI dependency. The research conclusion points out that college students’ reliance on generative AI is a complex phenomenon driven by the combined effects of technological convenience, perceived personal utility, and institutional environment, accompanied by ethical risks such as cognitive outsourcing, academic integrity, and data security, requiring systematic guidance and regulation from educational institutions.
文章引用:黄东, 何佼肴. 大学生生成式AI依赖的关联因素及其伦理风险研究——基于温江大学城368份问卷数据[J]. 统计学与应用, 2026, 15(10): 53-64. https://doi.org/10.12677/sa.2026.1510227

参考文献

[1] Kasneci, E., Sessler, K., Küchemann, S., Bannert, M., Dementieva, D., Fischer, F., et al. (2023) ChatGPT for Good? On Opportunities and Challenges of Large Language Models for Education. Learning and Individual Differences, 103, Article ID: 102274.
https://doi.org/10.1016/j.lindif.2023.102274
[2] Farrokhnia, M., Banihashem, S.K., Noroozi, O. and Wals, A. (2024) A SWOT Analysis of ChatGPT: Implications for Educational Practice and Research. Innovations in Education and Teaching International, 61, 460-474.
https://doi.org/10.1080/14703297.2023.2195846
[3] Cooper, G. (2023) Examining Science Education in ChatGPT: An Exploratory Study of Generative Artificial Intelligence. Journal of Science Education and Technology, 32, 444-452.
https://doi.org/10.1007/s10956-023-10039-y
[4] Jeon, J. and Lee, S. (2023) Large Language Models in Education: A Focus on the Complementary Relationship between Human Teachers and ChatGPT. Education and Information Technologies, 28, 15873-15892.
https://doi.org/10.1007/s10639-023-11834-1
[5] Chan, C.K.Y. (2023) A Comprehensive AI Policy Education Framework for University Teaching and Learning. International Journal of Educational Technology in Higher Education, 20, Article No. 38.
https://doi.org/10.1186/s41239-023-00408-3
[6] Yang, T., Cheon, J., Cho, M., Huang, M. and Cusson, N. (2025) Undergraduate Students’ Perspectives of Generative AI Ethics. International Journal of Educational Technology in Higher Education, 22, Article No. 35.
https://doi.org/10.1186/s41239-025-00533-1
[7] Yusuf, A., Pervin, N. and Román-González, M. (2024) Generative AI and the Future of Higher Education: A Threat to Academic Integrity or Reformation? Evidence from Multicultural Perspectives. International Journal of Educational Technology in Higher Education, 21, Article No. 21.
https://doi.org/10.1186/s41239-024-00453-6
[8] Barrett, A. and Pack, A. (2023) Not Quite Eye to A.I.: Student and Teacher Perspectives on the Use of Generative Artificial Intelligence in the Writing Process. International Journal of Educational Technology in Higher Education, 20, Article No. 59.
https://doi.org/10.1186/s41239-023-00427-0
[9] 王佑镁, 王旦, 梁炜怡, 柳晨晨. ChatGPT教育应用的伦理风险与规避进路[J]. 开放教育研究, 2023, 29(2): 26-35.
[10] 王佑镁, 王旦, 王海洁, 柳晨晨. 基于风险性监管的AIGC教育应用伦理风险治理研究[J]. 中国电化教育, 2023(11): 83-90.
[11] 王佑镁, 王欣颖, 柳晨晨. 教育领域生成式人工智能应用的伦理风险管理框架研究[J]. 电化教育研究, 2024, 45(10): 28-34, 42.
[12] 冯永刚, 吕鑫源. 生成式人工智能嵌入教育的伦理检视[J]. 中国电化教育, 2025(11): 18-25.
[13] Venkatesh, V., Morris, M.G., Davis, G.B. and Davis, F.D. (2003) User Acceptance of Information Technology: Toward a Unified View. MIS Quarterly, 27, 425-478.
https://doi.org/10.2307/30036540
[14] Chan, C.K.Y. and Hu, W. (2023) Students’ Voices on Generative AI: Perceptions, Benefits, and Challenges in Higher Education. International Journal of Educational Technology in Higher Education, 20, Article No. 43.
https://doi.org/10.1186/s41239-023-00411-8
[15] Davis, F.D. (1989) Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology. MIS Quarterly, 13, 319-340.
https://doi.org/10.2307/249008
[16] 杨宗凯, 王俊, 吴砥, 陈旭. ChatGPT/生成式人工智能对教育的影响探析及应对策略[J]. 华东师范大学学报(教育科学版), 2023, 41(7): 26-35.
[17] 陈静远, 胡丽雅, 吴飞. ChatGPT/生成式人工智能促进以知识点为核心的教学模式变革研究[J]. 华东师范大学学报(教育科学版), 2023, 41(7): 177-186.
[18] 祝智庭, 戴岭, 胡姣. 高意识生成式学习: AIGC技术赋能的学习范式创新[J]. 电化教育研究, 2023, 44(6): 5-14.
[19] Cotton, D.R.E., Cotton, P.A. and Shipway, J.R. (2024) Chatting and Cheating: Ensuring Academic Integrity in the Era of ChatGPT. Innovations in Education and Teaching International, 61, 228-239.
https://doi.org/10.1080/14703297.2023.2190148
[20] Crompton, H. and Burke, D. (2023) Artificial Intelligence in Higher Education: The State of the Field. International Journal of Educational Technology in Higher Education, 20, Article No. 22.
https://doi.org/10.1186/s41239-023-00392-8
[21] Chiu, T.K.F. (2024) The Impact of Generative AI (GenAI) on Practices, Policies and Research Direction in Education: A Case of ChatGPT and Midjourney. Interactive Learning Environments, 32, 6187-6203.
https://doi.org/10.1080/10494820.2023.2253861
[22] 宋萑, 林敏. ChatGPT/生成式人工智能时代下教师的工作变革: 机遇、挑战与应对[J]. 华东师范大学学报(教育科学版), 2023, 41(7): 78-90.
[23] 贺樑, 应振宇, 王英英, 孙文琪. 教育中的ChatGPT: 教学能力诊断研究[J]. 华东师范大学学报(教育科学版), 2023, 41(7): 162-176.
[24] Zawacki-Richter, O., Marín, V.I., Bond, M. and Gouverneur, F. (2019) Systematic Review of Research on Artificial Intelligence Applications in Higher Education—Where Are the Educators? International Journal of Educational Technology in Higher Education, 16, Article No. 39.
https://doi.org/10.1186/s41239-019-0171-0
[25] 徐国庆, 蔡金芳, 姜蓓佳, 李政, 杨惠, 郑杰. ChatGPT/生成式人工智能与未来职业教育[J]. 华东师范大学学报(教育科学版), 2023, 41(7): 64-77.