PENGARUH KEMAMPUAN DIRI AI TERHADAP PERILAKU INOVASI DENGAN MEDIASI KETERIKATAN KERJA
DOI:
https://doi.org/10.35446/dayasaing.v12i2.2979Abstract
: This study aims to analyze the effect of AI self-efficacy on innovative behavior, with work engagement as a mediating variable among civil servants (ASN) in the Planning Division of Kampar Regency. The study employed a quantitative approach with a causal research design. Data were collected through questionnaires from 160 civil servants and analyzed using Structural Equation Modeling-Partial Least Squares (SEM-PLS) with WarpPLS 8.0. The results show that AI self-efficacy has a positive and significant effect on innovative behavior, with a path coefficient of 0.498 (p < 0.001). AI self-efficacy also has a positive and significant effect on work engagement at 0.681 (p < 0.001), while work engagement positively and significantly affects innovative behavior at 0.381 (p < 0.001). Furthermore, work engagement partially mediates the effect of AI self-efficacy on innovative behavior, with an indirect effect of 0.260 (p < 0.001). These findings highlight the importance of strengthening AI competencies and work engagement to promote innovative behavior among civil servants in public-sector digital transformation.
References
Agarwal, R. (2019). Engaging Employees for Innovation: The Role of Work Engagement. SEM.
Anwar Sanusi. (2016). Metode Penelitian Kuantitatif: Desain Kausalitas. Jakarta: Pustaka Ilmu.
Ardianti, S., et al. (2024). Innovative Work Behavior in Higher Education. SEM.
Autor, D. H. (2015). Why Are There Still So Many Jobs? The History and Future of Workplace Automation. Journal of Economic Perspectives, 29(3), 3–30.
Aziz, A., et al. (2025). Perilaku Inovatif dalam Sektor Pendidikan. SEM-PLS.
Bakker, A. B., & Demerouti, E. (2017). Job Demands–Resources Model: State of the Art. Journal of Managerial Psychology.
Bakker, A. B., et al. (2023). Work Engagement: Motivational and Transformational Processes in Organizations. Routledge.
Bandura, A. (1997). Self-Efficacy: The Exercise of Control. New York: Freeman.
Bughin, J., et al. (2018). Artificial Intelligence: The Next Digital Frontier? McKinsey Global Institute.
Cheng, M., et al. (2020). Mastery Experience and Technology Self-Efficacy in Digital Learning Environments. Educational Technology Research and Development, 68, 123–145.
Compeau, D., & Higgins, C. (1995). Computer Self-Efficacy: Development of a Measure and Initial Test. MIS Quarterly, 19(2), 189–211.
Daugherty, P., & Wilson, H. J. (2018). Human + Machine: Reimagining Work in the Age of AI. Harvard Business Review Press.
De Meuse, K. P., et al. (2019). Learning Agility as a Predictor of Technological Self-Efficacy. Journal of Business and Psychology, 34, 75–91.
Demerouti, E., & Bakker, A. B. (2023). The Job Demands–Resources Model: A Multilevel Perspective on Work Engagement and Performance. Routledge.
Eastin, M. S., & LaRose, R. (2000). Internet Self-Efficacy and the Psychology of Digital Technology Use. Communication Research, 27(5), 515–546.
Farliana, F., et al. (2025). Bibliometric Analysis of Innovative Work Behavior. Bibliometric Study.
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2010). Multivariate Data Analysis (7th ed.). Pearson.
Janssen, O. (2000). Job Demands, Perceptions of Effort-Reward Fairness and Innovative Work Behavior. Journal of Occupational and Organizational Psychology, 73(3), 287–302.
Karatepe, O. M., et al. (2020). Does Work Engagement Mediate the Effect of Job Resources on Innovative Behavior? SEM.
Kim, H., et al. (2024). AI Self-Efficacy and Employee Behavior in Digital Workplaces. SEM.
Kwon, S., & Kim, J. (2020). The Impact of Technology on Innovative Work Behavior. Journal of Organizational Innovation, 15(2), 45–60.
Li, X., et al. (2026). AI Self-Efficacy and Innovative Work Behavior: The Mediating Role of Work Engagement. SEM-PLS.
Lim, J., et al. (2023). Pedagogical Approaches to AI Self-Efficacy in Organizations. International Journal of Technology and Human Interaction, 19(1), 55–72.
Luthans, F., et al. (2015). Psychological Capital: Developing the Human Competitive Edge. Oxford University Press.
Newman, A., et al. (2018). Organizational Support and Self-Efficacy: Implications for Employee Engagement and Innovation. Journal of Applied Psychology, 103(3), 1–15.
Orth, U., & Volmer, J. (2017). Daily Within-Person Effects of Job Autonomy and Work Engagement on Innovative Behavior. Multilevel Analysis.
Rich, B. L., et al. (2010). The Role of Employee Engagement in High-Performance Work Systems. Human Resource Management, 49(3), 305–328.
Schepman, A., & Rodway, P. (2020). Attitudes Toward Artificial Intelligence and Its Impact on Self-Efficacy. AI & Society, 35, 123–136.
Schuh, S., et al. (2018). Measuring Innovative Work Behavior: Validation of a Three-Dimensional Scale. Journal of Organizational Behavior, 39(2), 169–184.
Schaufeli, W. B., Salanova, M., González-Romá, V., & Bakker, A. B. (2002). The Measurement of Engagement and Burnout: A Two Sample Confirmatory Factor Analytic Approach. Journal of Happiness Studies, 3(1), 71–92.
Schaufeli, W. B., et al. (2017). Utrecht Work Engagement Scale (UWES): Dimensi dan Indikator Pengukuran Engagement. Amsterdam: Utrecht University.
Scott, S. G., & Bruce, R. A. (1994). Determinants of Innovative Behavior: A Path Model of Individual Innovation in the Workplace. Academy of Management Journal, 37(3), 580–607.
Silaen, M. (2018). Variabel Penelitian: Definisi, Konsep, dan Pengukuran. Jakarta: Pustaka Akademik.
Sugiyono. (2014). Metode Penelitian Kuantitatif, Kualitatif, dan R&D. Bandung: Alfabeta.
Sun, Y., et al. (2022). Longitudinal Effects of Mastery Experience on AI Self-Efficacy in Organizations. Journal of Workplace Learning, 34(2), 112–129.
Teng, F., et al. (2022). Social Learning and Peer Effects on AI Self-Efficacy in the Workplace. Computers in Human Behavior, 132, 107241.
Twizeyimana, J. D., & Andersson, A. (2019). The Public Sector E-Government Implementation and Employee Self-Efficacy. Government Information Quarterly, 36(1), 101–113.
Uppathampracha, P., & Liu, Y. (2022). Self-Efficacy and Innovative Work Behavior: Evidence from Organizational Psychology. International Journal of Business Research, 12(4), 78–95.
Wang, L., & Chuang, A. (2024). Linking Self-Efficacy to Innovative Work Behavior: A Meta-Analysis. Meta-Analysis Journal of Organizational Behavior.
Yulabi, H., & Park, J. (2024). Work Engagement dan Perilaku Inovatif. SEM.
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