Article Details

Title · Authors · Abstract · Keywords · DOI · References

Visual Analysis of Higher Education and AI Research Based on CiteSpace —Taking the 2014—2024 CNKI Literature as an Example

XU Maosen, ZHAO Yan, ZHAO Chanjuan

(Chongqing Three Gorges Vocational College, Chongqing 404155, China)

Section:Information Application · Vol. 2025, Issue 8 · Pages:174-179,184 · 2096-4706(2025)08-0174-07 · CLC number:TP391.4 · Document code:A · DOI:10.19850/j.cnki.2096-4706.2025.08.032

Abstract

This research employs CiteSpace to carry out visual analysis for the application of AI in higher education, aiming to reveal research hotspots, frontiers and development trends. Using the CNKI database as the data source, this paper constructs a Knowledge Graph and explores the current research state and future direction of higher education assessment and AI application deeply. The results show that AI technology significantly impacts core educational fields, reshaping the structures, processes, and objectives of modern education. The preliminary achievements of integration of higher education and AI are realized but the intelligent teaching systems and educational governance still need to be further explored. The research identifies three main hotspots of AI-driven personalized learning, digital transformation of education, and post-pandemic online education development. Future research should focus on advancing the wide application of intelligent teaching systems and more efficient and innovative educational models.

Keywords

higher education; Artificial Intelligence; visual analysis; personalized learning; digital transformation

References

  1. [1] TRELEAVEN P,LIMA I G. Japan's Fifth Generation Computer Systems [J].Computer,1982,15(8):79-88.
  2. [2] WOOLF B P. Building Intelligent Interactive Tutors: Student-centered Strategies for Revolutionizing E-Learning [M].San Francisco:Morgan Kaufmann Publishers Inc.,2008.
  3. [3] LUCKIN R,HOLMES W. Intelligence Unleashed: An Argument for AI in Education [R].London:UCL Knowledge Lab,2016.
  4. [4] ZAWACKI-RICHTER O,MARÍN V I,BOND M,et al. Systematic Review of Research on Artificial Intelligence Applications in Higher Education-Where Are the Educators? [J].International Journal of Educational Technology in Higher Education,2019,16(1):1-27.
  5. [5] OUYANG F,ZHENG L Y,JIAO P C. Artificial Intelligence in Online Higher Education: A Systematic Review of Empirical Research from 2011 to 2020 [J].Education and Information Technologies,2022,27(6):7893-7925.
  6. [6] Wang Fan, Liu Yongqiang, Zhou Tianhua Artificial Intelligence Leads the Digital Innovation Development of Higher Education [J]. China Higher Education, 2024 (Z1): 9-12
  7. [7] Fu Zitang, Zhang Yonghe, Long Daxuan, etc Optimizing the discipline system of law, innovating and developing the theoretical research system of law [J]. Journal of Southwest University of Political Science and Law, 2023, 25 (2): 3-44
  8. [8] Chen Lin The technical logic, potential risks, and optimization strategies of embedding artificial intelligence into internal governance of universities [J]. University Education Science, 2024 (3): 22-30
  9. [9] Ding Baogen, Zhong Yangyang The driving factors, main obstacles, and relevant suggestions for the transformation of "ChatGPT+Higher Education" [J]. Modern Educational Technology, 2024, 34 (4): 60-68
  10. [10] Yang Jie Challenges and Changes Faced by Higher Education in the Era of Intelligent Technology [J]. Journal of Shanghai Jiao Tong University: Philosophy and Social Sciences Edition, 2020, 28 (2): 23-26
  11. [11] Yu Muhong China Kazakhstan Digital Economy Cooperation: Current Situation, Prospects, and Countermeasures [J]. Journal of Nanchang Normal University, 2022, 43 (5): 45-49
  12. [12] Chu Xiaoyan, Shen Shusheng, Wang Minjuan, etc The Experience of Exploring the Application Standards of Generative Artificial Intelligence in World Class Universities and Its Implications for China: Text Mining Based on LDA Theme Model Analysis [J]. Modern Distance Education, 2024 (3): 38-47
  13. [13] Chen Kaiquan, Hu Xiaosong, Han Xiaoli, etc The Mechanism, Scenarios, Challenges, and Countermeasures of Dialogue based General Artificial Intelligence Education Applications [J]. Distance Education Journal, 2023, 41 (3): 21-41
  14. [14] Jin Hui, Peng Lihua, Wang Ping, etc Generating the Future: Artificial Intelligence and Higher Education Transformation in the New Perspective of Education - Interpretation of the 2023 Horizon Report (Teaching and Learning Edition) [J]. Distance Education Journal, 2023, 41 (3): 3-11
  15. [15] Hu Yuxi, Yun Baining The rise of the publication of "Four New" textbooks in universities and its transformation into intelligent media [J]. Science and Publishing, 2022 (7): 107-116
  16. [16] Wang Daoxun Strategic Research on the Implementation of Inherent Development in Local Private Universities [J]. Journal of Huanghe University of Science and Technology, 2022, 24 (6): 22-25
  17. [17] Qian Dajun, Suzhou and Hangzhou Education and Technology in "Interaction": How Higher Education Should Respond to Artificial Intelligence [J]. Research on Educational Development, 2021, 41 (7): 68-76
  18. [18] Duan Yu, Cui Yanqiang Theoretical connotation and practical direction of the construction of new liberal arts [J]. Journal of Yunnan Normal University: Philosophy and Social Sciences Edition, 2020, 52 (2): 149-156
  19. [19] Deng Guiying, Li Yan News, Chen Jingjun Empowering Higher Education with the Metaverse: Value Implications, Potential Challenges, and Relief Paths [J]. University Education Science, 2023 (4): 38-47
  20. [20] Cui Xiaohui Comparison of Artificial Intelligence Talent Cultivation Systems in the United States, Britain, and France [J]. Education Review, 2021 (9): 164-168
  21. [21] Li Xingguo, Wang Weiwei Tracing and Prospect of Hotspots in New Engineering Research in China: Based on Literature Analysis of 16 Core Education Journals (2017-2021) [J]. Science and Technology of Chinese Universities, 2022 (11): 58-64
  22. Zhao Xinli, Wu Dianyi The intelligent transformation path of advertising higher education from the perspective of interdisciplinary studies [J]. Modern Publishing, 2024 (7): 30-39
  23. Zhuang Tengteng, Hong Huaqing Internationalization of Industry Education Integration in Singapore's Higher Education under the Background of a New Round of Industrial Revolution [J]. Journal of Zhejiang University: Humanities and Social Sciences Edition, 2023, 53 (9): 18-28
  24. [24] Li Qian Research on the Strategy of Writing Higher Education Textbooks Based on Students' Needs in the Digital Age [J]. Journal of News Research, 2024, 15 (17): 234-238
  25. Jia Baoxian and Zhang Nongjing The institutional implications, value orientation, and promotion strategies of new infrastructure in higher education [J]. Research on Higher Engineering Education, 2021 (6): 86-90
  26. [26] Shen Liyan, Li Meng, Zhang Zihui, etc Construction and Application of Intelligent Teaching Ecological System in Universities Based on AI Technology: A Case Study of Zhejiang University [J]. Modern Educational Technology, 2022, 32 (12): 85-92
  27. [27] Huang Xiaoyu, Guan Qingyu, Pei Jiayong. Analysis of Research Hotspots and Frontier Trends in Foreign Archival Theory from 2018 to 2019 [J]. Archival Newsletter, 2020 (5): 29-39
  28. [28] Chen Peng Co teaching, co learning, and co creation: The evolution and adherence of the role of university teachers in the era of artificial intelligence [J]. Exploration of Higher Education, 2020 (6): 112-119

Funding

Research Project of Chongqing Education Commission (KJQN202403529); Horizontal Project of Chongqing Three Gorges Vocational College (sxzy-202402025); Chongqing Three Gorges Vocational College School level Scientific Research Project (sxzy-2023td-005)

About the authors

Xu Maosen (1986-), male, Han ethnicity, from Bazhong, Sichuan, associate professor, master's degree, research direction: higher vocational education; Corresponding author: Zhao Chanjuan (1982-), female, Han ethnicity, from Kaizhou, Chongqing, associate professor, master's degree, research direction: Traditional Chinese Veterinary Medicine and Higher Vocational Education.