The Impact of Career Anxiety, Dehumanization, and Perceived Algorithmic Fairness on AI Anxiety among Indonesian University Students: A PLS-SEM Study
Keywords:
AI Anxiety, Career Anxiety, Dehumanization, Perceived Algorithmic FairnessAbstract
The rapid integration of artificial intelligence (AI) in higher education has raised concerns about students’ psychological readiness, particularly regarding AI Anxiety. This study examines the influence of Career Anxiety, Dehumanization, and Perceived Algorithmic Fairness on AI Anxiety among Indonesian university students. Using an explanatory survey design, data were collected from 70 students who actively use AI-based learning tools. The analysis employed Partial Least Squares Structural Equation Modeling (PLS-SEM) to assess the measurement and structural models. The results show that Career Anxiety positively affects AI Anxiety (β = 0.234, t = 1.691), while Dehumanization emerges as the strongest predictor (β = 0.415, t = 2.958). In contrast, Perceived Algorithmic Fairness has no significant effect (β = 0.103, t = 0.740). The model explains a substantial portion of variance in AI Anxiety with an R² value of 0.482. These findings highlight that emotional and identity-related factors are more influential than evaluative perceptions of fairness in shaping AI Anxiety. The study emphasizes the need for human-centered AI integration, improved AI literacy, and targeted support to mitigate student anxiety in AI-supported learning environments
Downloads
References
[1] J. Kim et al., “AI Anxiety: A Comprehensive Analysis of Psychological Factors and Interventions,” SSRN Electronic Journal, 2023, doi: 10.2139/ssrn.4573394.
[2] D. G. Johnson and M. Verdicchio, “AI Anxiety,” J Assoc Inf Sci Technol, 2017, [Online]. Available: https://doi.org/10.1002/asi.23867
[3] Y. Y. Wang and Y. S. Wang, “Development and validation of an artificial intelligence anxiety scale: an initial application in predicting motivated learning behavior,” Interactive Learning Environments, vol. 30, no. 4, pp. 619–634, 2022, doi: 10.1080/10494820.2019.1674887.
[4] I. A. Batubara, W. Wariyati, and Y. D. Prawiyata, “Exploring University Students’ Perceptions of AI: Insights from Indonesia,” Edu Cendikia: Jurnal Ilmiah Kependidikan, vol. 4, no. 03, pp. 1687–1701, 2025, doi: 10.47709/educendikia.v4i03.5465.
[5] S. P. T. Utami, Andayani, R. Winarni, and Sumarwati, “Utilization of artificial intelligence technology in an academic writing class: How do Indonesian students perceive?,” Contemp Educ Technol, vol. 15, no. 4, 2023, doi: 10.30935/cedtech/13419.
[6] R. Saputra, T. Tiolince, Iswantoro, and S. K. Sigh, “Artificial Intelligence and Intellectual Property Protection in Indonesia and Japan,” Journal of Human Rights, Culture and Legal System, vol. 3, no. 2, pp. 210–235, 2023, doi: 10.53955/jhcls.v3i2.69.
[7] E. Trist, “The Evolution of socio-technical systems: a conceptual framework and action research program,” 1980. doi: 0-7743-6286-3.
[8] C. Longoni, A. Bonezzi, and C. K. Morewedge, “Resistance to Medical Artificial Intelligence,” Journal of Consumer Research, vol. 46, no. 4, pp. 629–650, 2019, doi: 10.1093/jcr/ucz013.
[9] R. Farrow, “The possibilities and limits of XAI in education: a socio-technical perspective,” Learn Media Technol, vol. 48, no. 2, pp. 266–279, 2023, doi: 10.1080/17439884.2023.2185630.
[10] B. T. Alshahrani, S. F. Pileggi, and F. Karimi, “A Social Perspective on AI in the Higher Education System: A Semisystematic Literature Review,” Electronics (Switzerland), vol. 13, no. 8, pp. 1–27, 2024, doi: 10.3390/electronics13081572.
[11] D. Martín-Moncunill and D. Alonso Martínez, “Students’ Trust in AI and Their Verification Strategies: A Case Study at Camilo José Cela University,” Educ Sci (Basel), vol. 15, no. 10, p. 1307, 2025, doi: 10.3390/educsci15101307.
[12] O. Zawacki-Richter, V. I. Marín, M. Bond, and F. Gouverneur, “Systematic review of research on artificial intelligence applications in higher education – where are the educators?,” International Journal of Educational Technology in Higher Education, vol. 16, no. 1, 2019, doi: 10.1186/s41239-019-0171-0.
[13] A. Ghanad, “An Overview of Quantitative Research Methods,” International Journal of Multidisciplinary Research and Analysis, vol. 06, no. 08, pp. 3794–3803, 2023, doi: 10.47191/ijmra/v6-i8-52.
[14] H. Bentouhami, L. Casas, and J. Weyler, “Reporting of ‘theoretical design’ in explanatory research: A critical appraisal of research on early life exposure to antibiotics and the occurrence of asthma,” Clin Epidemiol, vol. 13, pp. 755–767, 2021, doi: 10.2147/CLEP.S318287.
[15] C. L. Lai, “Exploring University Students’ Preferences for AI-Assisted Learning Environment: A Drawing Analysis with Activity Theory Framework,” Educational Technology and Society, vol. 24, no. 4, pp. 1–15, 2021, [Online]. Available: https://www.jstor.org/stable/48629241
[16] A. Bozkurt and R. C. Sharma, “Challenging the Status Quo and Exploring the New Boundaries in the Age of Algorithms: Reimagining the Role of Generative AI in Distance Education and Online Learning,” Asian Journal of Distance Education, vol. 18, no. 1, p. 2023, 2023, [Online]. Available: http://www.asianjde.com/
[17] J. F. Hair, G. T. Hult, C. Ringle, and M. Sarstedt, A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) - Joseph F. Hair, Jr., G. Tomas M. Hult, Christian Ringle, Marko Sarstedt. 2017. [Online]. Available: http://lccn.loc.gov/2016005380
[18] M. Koo and S. Yang, “Likert-Type Scale,” pp. 1–11, 2025, doi: 10.3390/encyclopedia5010018.
[19] M. S. Mahmud, M. M. Rahman, M. Masud-Ul-Hasan, and M. A. Islam, “Does ‘COVID-19 phobia’ stimulate career anxiety?: Experience from a developing country,” Heliyon, vol. 7, no. 3, p. e06346, 2021, doi: 10.1016/j.heliyon.2021.e06346.
[20] B. Pizzirani, G. C. Karantzas, and E. R. Mullins, “The Development and Validation of a Dehumanization Measure Within Romantic Relationships,” Front Psychol, vol. 10, no. December, pp. 1–16, 2019, doi: 10.3389/fpsyg.2019.02754.
[21] A. A. S. Rasel, A. M. Amlan, T. S. Mim, and T. Hasan, “A Methodological Framework and Questionnaire for Investigating Perceived Algorithmic Fairness,” no. Ml, pp. 1–34, 2025, [Online]. Available: http://arxiv.org/abs/2508.05281
[22] S. Loeb, S. Dynarski, D. McFarland, P. Morris, S. Reardon, and S. Reber, “Descriptive analysis in education: A guide for researchers,” U.S. Department of Education, Institute of Education Sciences. National Center for Education Evaluation and Regional Assistance, no. March, pp. 1–40, 2017, [Online]. Available: https://eric.ed.gov/?id=ED573325
[23] H. Stone, J. L. Sidel, and J. Bloomquist, “Quantitative Descriptive Analysis,” Descriptive Sensory Analysis in Practice, pp. 93–69, 2008, doi: 10.1002/9780470385036.ch1f.
[24] M. D. Irrawati and M. Mukaramah, “Implementasi Metode Regresi Linear Berganda untuk Mengatasi Pelanggaran Asumsi Klasik ( Implementation of Multiple Linear Regression Methods to Overcome Violations of Classical Assumptions ),” vol. 3, no. 2, pp. 83–94, 2024, doi: 10.35912/sakman.v3i2.2743.
[25] N. Haslam, “Dehumanization : An Integrative Review,” vol. 10, no. 3, pp. 252–264, 2006, doi: 10.1207/s15327957pspr1003_4.
[26] R. F. Kizilcec and H. Lee, “Algorithmic fairness in education,” The Ethics of Artificial Intelligence in Education: Practices, Challenges, and Debates, pp. 174–202, 2022, doi: 10.4324/9780429329067-10.
[27] J. Ochmann, L. Michels, V. Tiefenbeck, C. Maier, and S. Laumer, “Perceived algorithmic fairness: An empirical study of transparency and anthropomorphism in algorithmic recruiting,” Information Systems Journal, vol. 34, no. 2, pp. 384–414, 2024, doi: 10.1111/isj.12482.
[28] R. Li, J. Ouyang, J. Lin, and S. Ouyang, “Mediating effect of AI attitudes and AI literacy on the relationship between career self-efficacy and job-seeking anxiety,” BMC Psychol, vol. 13, no. 1, 2025, doi: 10.1186/s40359-025-02757-2.
[29] C. Zhang and Y. Lu, “Study on artificial intelligence: The state of the art and future prospects,” J Ind Inf Integr, vol. 23, no. March, p. 100224, 2021, doi: 10.1016/j.jii.2021.100224.
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Mustamin, Ahmad Syarif Hidayatullah, Putri Nirmala, Akhmad Affandi, Della Fadhilatunisa (Author)

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.