AI training–use gap: Female Islamic secondary school teachers’ perceived digital competence, informal learning, and autonomy in Pakistan’s South Punjab https://doi.org/10.35719/annisa.v18i2.395 Authors Muhammad Kashif Majeed International Islamic University, Selangor, Malaysia Tunku Badariah Ahmad International Islamic University, Selangor, Malaysia Aizat Bin Shamsuddin International Islamic University, Selangor, Malaysia AI Training–Use Gap, Perceived Digital Competence, Informal Digital Learning, Teacher Autonomy Abstract How to Cite Metrics References Similar Articles Artificial intelligence (AI) training experience does not necessarily reflect classroom use. This issue warrants an examination of perceived digital competence, informal digital learning, and independence among female teachers in Islamic secondary schools in South Punjab, Pakistan. This study examines these dimensions alongside AI training, use, and perceptions, focusing on differences in agreement regarding training and use. A descriptive quantitative survey involved 106 purposively sampled female teachers across four areas. A Google Forms questionnaire comprised nine items with four Likert response categories. Analysis used frequencies, percentages, and percentage-point differences in agreement. Three findings emerged. First, most respondents agreed with statements about their ability to integrate multimedia (93.40%) and their use of online learning resources (83.02%). Second, agreement on AI training experience (95.28%) and on the perceived benefits of AI for classroom management exceeded agreement on AI tool use (64.15%) and on understanding its use for personalized learning. Agreement regarding training and use differed by 31.13 percentage points. Third, agreement regarding educational technology discussions with colleagues exceeded agreement regarding the ability to independently design digital learning and adapt digital content to students’ needs. The findings indicate that training experience, perceived benefits, and discussions should be distinguished from technology use and perceived ability to apply it. The identified gap is descriptive and based on self-reports, with no causal inference. Interpreted through the Technological Pedagogical Content Knowledge (TPACK) framework, these findings offer preliminary considerations for professional development that incorporate practical AI exercises, peer mentoring, and digital skills assessment, drawing on multiple sources of evidence. Majeed, M. K., Ahmad, T. B., & Shamsuddin, A. B. (2025). AI training–use gap: Female Islamic secondary school teachers’ perceived digital competence, informal learning, and autonomy in Pakistan’s South Punjab. An-Nisa’ Journal of Gender Studies, 18(2), 125-136. https://doi.org/10.35719/annisa.v18i2.395 More Citation Formats ACM ACS APA ABNT Chicago Harvard IEEE MLA Turabian Vancouver AMA Download Citation Endnote/Zotero/Mendeley (RIS) BibTeX Downloads Download data is not yet available. References Ahmed, S. K. (2024). How to choose a sampling technique and determine sample size for research: A simplified guide for researchers. Oral Oncology Reports, 12, 100662. https://doi.org/10.1016/j.oor.2024.100662 Alieto, E., Abequibel-Encarnacion, B., Estigoy, E., Balasa, K., Eijansantos, A., & Torres-Toukoumidis, A. (2024). Teaching inside a digital classroom: A quantitative analysis of attitude, technological competence and access among teachers across subject disciplines. Heliyon, 10(2), e24282. https://doi.org/10.1016/j.heliyon.2024.e24282 Ansari, M., Waris, S., & Zara, C. (2024). Barriers to educational technology adoption: Navigating challenges in integration. Qlantic Journal of Social Sciences, 5(3), 240–247. https://doi.org/10.55737/qjss.123732538 Aruleba, K., & Jere, N. (2022). Exploring digital transforming challenges in rural areas of South Africa through a systematic review of empirical studies. Scientific African, 16, e01190. https://doi.org/10.1016/j.sciaf.2022.e01190 Cattaneo, A. A. P., Antonietti, C., & Rauseo, M. (2022). How digitalised are vocational teachers? Assessing digital competence in vocational education and looking at its underlying factors. Computers & Education, 176, 104358. https://doi.org/10.1016/j.compedu.2021.104358 Cattaneo, A. A. P., Antonietti, C., & Rauseo, M. (2025). How do vocational teachers use technology? The role of perceived digital competence and perceived usefulness in technology use across different teaching profiles. Vocations and Learning, 18(5). https://doi.org/10.1007/s12186-025-09359-4 Celik, I. (2023). Towards intelligent-TPACK: An empirical study on teachers’ professional knowledge to ethically integrate artificial intelligence (AI)-based tools into education. Computers in Human Behavior, 138, Article 107468. https://doi.org/10.1016/j.chb.2022.107468 Charania, A., Cross, S., Wolfenden, F., Sen, S., & Adinolfi, L. (2024). Exploring teacher characteristics and participation in TPACK-related online teacher professional development in Assam, India. Computers and Education Open, 7, 100227. https://doi.org/10.1016/j.caeo.2024.100227 Cheah, Y. H., Lu, J., & Kim, J. (2025). Integrating generative artificial intelligence in K-12 education: Examining teachers’ preparedness, practices, and barriers. Computers and Education: Artificial Intelligence, 8, Article 100363. https://doi.org/10.1016/j.caeai.2025.100363 Divanji, R. A., Bindman, S., Tung, A., Chen, K., Castaneda, L., & Scanlon, M. (2023). A one stop shop? Perspectives on the value of adaptive learning technologies in K-12 education. Computers and Education Open, 5, 100157. https://doi.org/10.1016/j.caeo.2023.100157 Dringó-Horváth, I., Rajki, Z., & T. Nagy, J. (2025). University teachers’ digital competence and AI literacy: Moderating role of gender, age, experience, and discipline. Education Sciences, 15(7), Article 868. https://doi.org/10.3390/educsci15070868 Galindo-Domínguez, H., Delgado, N., Campo, L., & Losada, D. (2024). Relationship between teachers’ digital competence and attitudes towards artificial intelligence in education. International Journal of Educational Research, 126, 102381. https://doi.org/10.1016/j.ijer.2024.102381 Gandara, F., & Laesecke, A. (2022). Unpacking the relationship between female teachers and gender gaps in the Democratic Republic of the Congo: The critical role of gender-sensitive pedagogy in student attendance and achievement. Social Sciences & Humanities Open, 6(1), 100347. https://doi.org/10.1016/j.ssaho.2022.100347 Guan, L., Li, S., & Gu, M. M. (2024). AI in informal digital English learning: A meta-analysis of its effectiveness on proficiency, motivation, and self-regulation. Computers and Education: Artificial Intelligence, 7, 100323. https://doi.org/10.1016/j.caeai.2024.100323 Guillén-Gámez, F. D., Ruiz-Palmero, J., & García, M. G. (2023). Digital competence of teachers in the use of ICT for research work: Development of an instrument from a PLS-SEM approach. Education and Information Technologies, 28, 16509–16529. https://doi.org/10.1007/s10639-023-11895-2 Harpe, S. E. (2015). How to analyze Likert and other rating scale data. Currents in Pharmacy Teaching and Learning, 7(6), 836–850. https://doi.org/10.1016/j.cptl.2015.08.001 Hennessy, S., D’Angelo, S., McIntyre, N., Koomar, S., Kreimeia, A., Cao, L., Brugha, M., & Zubairi, A. (2022). Technology use for teacher professional development in low- and middle-income countries: A systematic review. Computers and Education Open, 3, 100080. https://doi.org/10.1016/j.caeo.2022.100080 Instefjord, E. J., & Munthe, E. (2017). Educating digitally competent teachers: A study of integration of professional digital competence in teacher education. Teaching and Teacher Education, 67, 37–45. https://doi.org/10.1016/j.tate.2017.05.016 Jamil, B., Shaoan, M. R., Lahinta, A. N., Irfan, S., & Arif, M. (2025). Empowering future educators: Digital literacy competence and preservice teachers’ practices in middle schools of Pakistan. Cogent Education, 12(1). https://doi.org/10.1080/2331186X.2025.2541444 Luo, J., & Liu, X. (2025). What do we mean by digital equality in education? Toward five conceptual lenses based on a systematic review. Journal of Research on Technology in Education, 1–21. https://doi.org/10.1080/15391523.2025.2487279 Mayantao, R., & Tantiado, R. C. (2024). Teachers’ utilization of digital tools and confidence in technology. International Journal of Multidisciplinary Research and Analysis, 7(5). https://doi.org/10.47191/ijmra/v7-i05-16 Metwally, A. A., & Bin-Hady, W. R. A. (2025). Probing the necessity and advantages of AI integration training for EFL educators in Saudi Arabia. Cogent Education, 12(1). https://doi.org/10.1080/2331186X.2025.2472462 Mishra, P., & Koehler, M. J. (2006). Technological pedagogical content knowledge: A framework for teacher knowledge. Teachers College Record, 108(6), 1017–1054. https://doi.org/10.1111/j.1467-9620.2006.00684.x Mustafa, F., Nguyen, H. T. M., & Gao, X. (2024). The challenges and solutions of technology integration in rural schools: A systematic literature review. International Journal of Educational Research, 126, 102380. https://doi.org/10.1016/j.ijer.2024.102380 Ning, Y., Zhang, C., Xu, B., Zhou, Y., & Wijaya, T. T. (2024). Teachers’ AI-TPACK: Exploring the relationship between knowledge elements. Sustainability, 16(3), 978. https://doi.org/10.3390/su16030978 Polit, D. F., & Beck, C. T. (2006). The content validity index: Are you sure you know what's being reported? Critique and recommendations. Research in Nursing & Health, 29(5), 489–497. https://doi.org/10.1002/nur.20147 Ragnedda, M., Ruiu, M. L., & Addeo, F. (2022). The self-reinforcing effect of digital and social exclusion: The inequality loop. Telematics and Informatics, 72, 101852. https://doi.org/10.1016/j.tele.2022.101852 Rehman, N., Huang, X., Mahmood, A., & colleagues. (2025). Assessing Pakistan’s readiness for STEM education: An analysis of teacher preparedness, policy frameworks, and resource availability. Humanities and Social Sciences Communications, 12, 1212. https://doi.org/10.1057/s41599-025-05584-3 Rosyidah, S., Supriyanto, A., & Mustiningsih. (2025). Pengaruh Integrasi Teknologi dalam Pembelajaran Terhadap Kompetensi Pedagogi Digital Guru SMP. Kelola: Jurnal Manajemen Pendidikan, 12(1), 105–120. https://doi.org/10.24246/j.jk.2025.v12.i1.p105-120 Salih, S., Husain, O., Hamdan, M., Abdelsalam, S., Elshafie, H., & Motwakel, A. (2025). Transforming education with AI: A systematic review of ChatGPT's role in learning, academic practices, and institutional adoption. Results in Engineering, 25, 103837. https://doi.org/10.1016/j.rineng.2024.103837 Sánchez-Prieto, J., Trujillo Torres, J. M., Gómez García, M., & Gómez García, G. (2020). Gender and Digital Teaching Competence in Dual Vocational Education and Training. Education Sciences, 10(3), 84. https://doi.org/10.3390/educsci10030084 Scherer, R., Siddiq, F., Howard, S. K., & Tondeur, J. (2023). Gender divides in teachers' readiness for online teaching and learning in higher education: Do women and men consider themselves equally prepared? Computers & Education, 199, Article 104774. https://doi.org/10.1016/j.compedu.2023.104774 Story, D. A., & Tait, A. R. (2019). Survey research. Anesthesiology, 130(2), 192–202. https://doi.org/10.1097/ALN.0000000000002436 Sullivan, G. M., & Artino, A. R., Jr. (2013). Analyzing and interpreting data from Likert-type scales. Journal of Graduate Medical Education, 5(4), 541–542. https://doi.org/10.4300/JGME-5-4-18 Tan, X., Cheng, G., & Ling, M. H. (2025). Artificial intelligence in teaching and teacher professional development: A systematic review. Computers and Education: Artificial Intelligence, 8, 100355. https://doi.org/10.1016/j.caeai.2024.100355 Tavakol, M., & Dennick, R. (2011). Making sense of Cronbach's alpha. International Journal of Medical Education, 2, 53–55. https://doi.org/10.5116/ijme.4dfb.8dfd Downloads Full Text (English) 2025-12-23 Vol. 18 No. 2 (2025): An-Nisa' Journal of Gender Studies Section Articles Copyright (c) 2025 Muhammad Kashif Majeed, Tunku Badariah Ahmad, Aizat Bin Shamsuddin This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License. How to Cite Majeed, M. K., Ahmad, T. B., & Shamsuddin, A. B. (2025). AI training–use gap: Female Islamic secondary school teachers’ perceived digital competence, informal learning, and autonomy in Pakistan’s South Punjab. An-Nisa’ Journal of Gender Studies, 18(2), 125-136. https://doi.org/10.35719/annisa.v18i2.395 More Citation Formats ACM ACS APA ABNT Chicago Harvard IEEE MLA Turabian Vancouver AMA Download Citation Endnote/Zotero/Mendeley (RIS) BibTeX