From Resistance to Resilience Psychological Factors Influencing Teachers' Adoption of AI Tools
Abstract
Background. Rapid advancements in artificial intelligence (AI) technologies are transforming educational environments and reshaping teaching practices worldwide. Educational institutions increasingly encourage teachers to integrate AI-powered tools such as generative systems, intelligent tutoring platforms, and automated feedback technologies into classroom activities. Despite the potential benefits of AI for improving instructional efficiency and personalized learning, many teachers initially demonstrate hesitation or resistance toward adopting these technologies. Psychological factors such as technological self-efficacy, perceived usefulness, technological anxiety, and professional identity concerns play a critical role in shaping teachers’ responses to AI-driven educational innovation.
Purpose. This study aims to examine the psychological factors influencing teachers’ adoption of AI tools and to explore how educators transition from resistance toward resilience when interacting with emerging educational technologies.
Method. A mixed-methods research design was employed involving 120 in-service teachers from various subject areas. Data were collected through structured questionnaires measuring psychological constructs related to AI adoption and through semi-structured interviews exploring teachers’ experiences with AI tools. Quantitative data were analyzed using descriptive and inferential statistics, while qualitative data were examined through thematic analysis.
Results. The findings indicate that technological self-efficacy, perceived usefulness of AI tools, and psychological resilience significantly influence teachers’ intention to adopt AI technologies. Initial resistance tends to decrease as teachers gain practical experience, receive institutional support, and develop greater confidence in using AI tools.
Conclusion. Psychological readiness is a key determinant of successful AI integration in education. Strengthening teachers’ self-efficacy, reducing technological anxiety, and fostering resilience through training and institutional support can facilitate more effective adoption of AI-driven teaching practices.
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References
Agostoni, C. (2023). Covid-19 in Latin America: Conflicts, resistances and inequalities. Historia Ciencias Saude Manguinhos, 30(Query date: 2026-03-19 07:31:41). https://doi.org/10.1590/S0104-59702023000100028
Ang, W. H. D. (2022). Becoming More Resilient during COVID-19: Insights from a Process Evaluation of Digital Resilience Training. International Journal of Environmental Research and Public Health, 19(19). https://doi.org/10.3390/ijerph191912899
Ayub, S. (2023). Bridging science and spirituality: The intersection of religion and public health in the COVID-19 pandemic. Frontiers in Psychiatry, 14(Query date: 2026-03-19 07:31:41). https://doi.org/10.3389/fpsyt.2023.1183234
Bai, X. (2025). Antioxidant and anti-aging activities of Acanthopanax senticosus polysaccharide CQ-1 in nematode Caenorhabditis elegans. International Journal of Biological Macromolecules, 297(Query date: 2026-03-19 07:31:41). https://doi.org/10.1016/j.ijbiomac.2025.139925
Balasubramanian, P. (2024). Accelerated Aging Induced by an Unhealthy High-Fat Diet: Initial Evidence for the Role of Nrf2 Deficiency and Impaired Stress Resilience in Cellular Senescence. Nutrients, 16(7). https://doi.org/10.3390/nu16070952
Bhattarai, S. K. (2024). Commensal antimicrobial resistance mediates microbiome resilience to antibiotic disruption. Science Translational Medicine, 16(730). https://doi.org/10.1126/scitranslmed.adi9711
Burgher, C. (2024). Assessing the Impact of the Prostate Cancer Patient Empowerment Program (PC-PEP) on Relationship Satisfaction, Quality of Life, and Support Group Participation: A Randomized Clinical Trial. Current Oncology, 31(10), 6445–6474. https://doi.org/10.3390/curroncol31100479
Cook, J. (2024). Co-designing and pilot testing a digital game to improve vaccine attitudes and misinformation resistance in Ghana. Human Vaccines and Immunotherapeutics, 20(1). https://doi.org/10.1080/21645515.2024.2407204
Eshel, Y. (2022). Conspiracy claims and secret intentions as predictors of psychological coping and vaccine uptake during the COVID-19 pandemic. Journal of Psychiatric Research, 151(Query date: 2026-03-19 07:31:41), 311–318. https://doi.org/10.1016/j.jpsychires.2022.04.042
Etesami, H. (2024). Bacterial indole-3-acetic acid: A key regulator for plant growth, plant-microbe interactions, and agricultural adaptive resilience. Microbiological Research, 281(Query date: 2026-03-19 07:31:41). https://doi.org/10.1016/j.micres.2024.127602
Finegood, E. D. (2022). Childhood Violence Exposure, Inflammation, and Cardiometabolic Health. Current Topics in Behavioral Neurosciences, 54(Query date: 2026-03-19 07:31:41), 439–459. https://doi.org/10.1007/7854_2021_283
Gee, G. (2023). Cultural determinants and resilience and recovery factors associated with trauma among Aboriginal help-seeking clients from an Aboriginal community-controlled counselling service. BMC Psychiatry, 23(1). https://doi.org/10.1186/s12888-023-04567-5
Hartigh, R. J. R. D. (2022). Conceptualizing and measuring psychological resilience: What can we learn from physics? New Ideas in Psychology, 66(Query date: 2026-03-19 07:31:41). https://doi.org/10.1016/j.newideapsych.2022.100934
He, Y. (2022). Breaking up with my idol: A qualitative study of the psychological adaptation process of renouncing fanship. Frontiers in Psychology, 13(Query date: 2026-03-19 07:31:41). https://doi.org/10.3389/fpsyg.2022.1030470
Helman, T. J. (2022). Central and cardiac stress resilience consistently linked to integrated immuno-neuroendocrine responses across stress models in male mice. European Journal of Neuroscience, 56(4), 4333–4362. https://doi.org/10.1111/ejn.15747
Joshi, M. S. (2022). Cognitive Resilience in Brain Health and Dementia Research. Journal of Alzheimer S Disease, 90(2), 461–473. https://doi.org/10.3233/JAD-220755
Khan, A. N. (2024). An efficient and compromise-resilient image encryption scheme for resource-constrained environments. Plos One, 19(4). https://doi.org/10.1371/journal.pone.0297534
Lavretsky, H. (2022). A Randomized Controlled Trial of Tai Chi Chih or Health Education for Geriatric Depression. American Journal of Geriatric Psychiatry, 30(3), 392–403. https://doi.org/10.1016/j.jagp.2021.07.008
Lopez, C. J. (2024). CaRE@ELLICSR: Effects of a clinically integrated, group-based, multidimensional cancer rehabilitation program. Cancer Medicine, 13(4). https://doi.org/10.1002/cam4.7009
Lullau, A. P. M. (2023). Antidepressant mechanisms of ketamine: A review of actions with relevance to treatment-resistance and neuroprogression. Frontiers in Neuroscience, 17(Query date: 2026-03-19 07:31:41). https://doi.org/10.3389/fnins.2023.1223145
Mesquita, L. (2023). Blurred Boundaries of Journalism to Guarantee Safety: Approaches of Resistance and Resilience for Investigative Journalism in Latin America. Journalism Studies, 24(7), 916–935. https://doi.org/10.1080/1461670X.2023.2185078
Montine, T. J. (2022). Association of Cognition and Dementia With Neuropathologic Changes of Alzheimer Disease and Other Conditions in the Oldest Old. Neurology, 99(10). https://doi.org/10.1212/WNL.0000000000200832
Murry, V. M. B. (2023). Critical examination of resilience and resistance in African American families: Adaptive capacities to navigate toxic oppressive upstream waters. Development and Psychopathology, 35(5), 2113–2131. https://doi.org/10.1017/S0954579423001037
Nelson, T. (2022). Association Between Superwoman Schema, Depression, and Resilience: The Mediating Role of Social Isolation and Gendered Racial Centrality. Cultural Diversity and Ethnic Minority Psychology, 30(1), 95–106. https://doi.org/10.1037/cdp0000533
Nunez, S. G. (2025). Chronic Stress and Autoimmunity: The Role of HPA Axis and Cortisol Dysregulation. International Journal of Molecular Sciences, 26(20). https://doi.org/10.3390/ijms26209994
Okilanda, A. (2024). Article RETRACTED due to manipulation by the authors Revving up performance: The impact of interval training with weighted resistance on speed enhancement in university students. Retos, 58(Query date: 2026-03-19 07:31:41), 469–476. https://doi.org/10.47197/retos.v58.106752
Oudmaijer, C. A. J. (2024). Clinical implications of nutritional interventions reducing calories, a systematic scoping review. Clinical Nutrition Espen, 63(Query date: 2026-03-19 07:31:41), 427–439. https://doi.org/10.1016/j.clnesp.2024.06.046
Papadopoulos, S. (2024). Collective resistance as a means to healing. A narrative participatory study with sexual minority refugee & asylum-seeking people. Psychology and Sexuality, 15(3), 318–333. https://doi.org/10.1080/19419899.2023.2268666
Pieczykolan, A. (2023). Acceptance of Pregnancy-Induced Disease and Intrapersonal Resistance Resources of Pregnant Women—Preliminary Report. International Journal of Environmental Research and Public Health, 20(4). https://doi.org/10.3390/ijerph20043199
Pinedo, A. C. (2022). Black, Indigenous, and Trainees of Color Stress and Resilience: The Role of Training and Education in Decolonizing Psychology. Psychological Trauma Theory Research Practice and Policy, 14(Query date: 2026-03-19 07:31:41), 140–147. https://doi.org/10.1037/tra0001187
Savari, M. (2024). An analysis of the barriers to using climate information services to build a resilient agricultural system in Iran. Natural Hazards, 120(2), 1395–1419. https://doi.org/10.1007/s11069-023-06255-9
Slavtcheva-Petkova, V. (2023). Conceptualizing Journalists’ Safety around the Globe. Digital Journalism, 11(7), 1211–1229. https://doi.org/10.1080/21670811.2022.2162429
Spencer, M. B. (2024). Contributions to inclusive and impactful development and psychopathology science: Interrogating ecology-linked vulnerability and resilience opportunities. Development and Psychopathology, 36(5), 2075–2090. https://doi.org/10.1017/S0954579424000579
Stitelmann, A. (2024). Beyond the Menstrual Cycle: Time for a Holistic Approach to Athlete Health and Performance. International Journal of Sports Physical Therapy, 19(12), 1646–1649. https://doi.org/10.26603/001C.126285
Tang, L. (2023). A primate nigrostriatal atlas of neuronal vulnerability and resilience in a model of Parkinson’s disease. Nature Communications, 14(1). https://doi.org/10.1038/s41467-023-43213-2
Thorvaldsen, S. (2024). Children and adolescents weathering the storm: Resilience in the presence of bullying victimization, harassment, and pandemic lockdown in northern Norway. Scandinavian Journal of Psychology, 65(4), 735–746. https://doi.org/10.1111/sjop.13012
Ungar, M. (2024). A commentary on Ehrlich et al. (2023): A resilience paradox for child development. Journal of Child Psychology and Psychiatry and Allied Disciplines, 65(3), 365–368. https://doi.org/10.1111/jcpp.13921
Walker, J. M. (2023). Cognitive resistance to and resilience against multiple comorbid neurodegenerative pathologies and the impact of APOE status. Journal of Neuropathology and Experimental Neurology, 82(2), 110–119. https://doi.org/10.1093/jnen/nlac115
Wang, J. (2024). Conceptual-level disgust conditioning in contamination-based obsessive-compulsive disorder. Psychophysiology, 61(10). https://doi.org/10.1111/psyp.14637
Wang, Y. (2022). CRISPR/Cas Genome Editing Technologies for Plant Improvement against Biotic and Abiotic Stresses: Advances, Limitations, and Future Perspectives. Cells, 11(23). https://doi.org/10.3390/cells11233928
Yoo, H. C. (2022). Advancing Research Within Asian American Psychology Using Asian Critical Race Theory and an Asian Americanist Perspective. Journal of Humanistic Psychology, 62(4), 563–590. https://doi.org/10.1177/00221678211062721
Zhang, J. (2023). Community centered public safety resilience under public emergencies: A case study of COVID-19. Risk Analysis, 43(1), 114–128. https://doi.org/10.1111/risa.13934
Authors
Copyright (c) 2026 Amie Primarni, Carlos Chavarria , Olivia Jimenez
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