This study aimed to examine the impact of digital leadership among school principals and evaluate the mediating effect of Professional Learning Communities (PLCs) on enhancing teachers’ innovation skills for sustainable technology integration, both in traditional classroom settings and e-learning environments. Employing a quantitative approach with a regression design model, Structural Equation Modelling (SEM) and Partial Least Squares (PLS-SEM) were utilized in this research. A total of 257 teachers from 7 excellent senior high schools in Makassar city participated in the study, responding to the questionnaires administered. The study findings indicate that while principal digital leadership does not directly influence teachers’ innovation skills in technology integration, it directly impacts Professional Learning Communities (PLCs). Moreover, PLCs themselves have a significant influence on teachers’ innovation skills in technology integration. The structural model presented in this study illustrates a noteworthy impact of principal digital leadership on teachers’ innovation skills for technology integration through Professional Learning Communities (PLCs), with a coefficient value of 47.4%. Principal digital leadership is crucial in enhancing teachers’ innovation skills for sustainable technology integration, primarily by leveraging Professional Learning Communities (PLCs). As a result, principals must prioritize the creation of supportive learning environments and implement programs to foster teachers’ proficiency for sustainable technology integration. Additionally, teachers are encouraged to concentrate on communication, collaboration, and relationship-building with colleagues to exchange insights, address challenges, and devise solutions for integrating technology, thereby contributing to sustained school improvement efforts. Finally, this research provides insights for school leaders, policymakers, and educators, emphasizing the need to leverage PLCs to enhance teaching practices and student outcomes, particularly in sustainable technology integration.

A’mar, F., & Eleyan, D. (2022). Effect of Principal’s Technology Leadership on Teacher’s Technology Integration. International Journal of Instruction, 15(1), 781–798. https://doi.org/10.29333/iji.2022.15145a

Adisel, A., & Prananosa, A. G. (2020). The Use of Information and Communication Technology in Learning Management Systems during the Covid 19 Pandemic (Indonesian). Journal Of Administration and Educational Management (ALIGNMENT), 3(1), 1–10. https://doi.org/10.31539/alignment.v3i1.1291

AlAjmi, M. K. (2022). The impact of digital leadership on teachers’ technology integration during the COVID-19 pandemic in Kuwait. International Journal of Educational Research, 112, 101928. https://doi.org/10.1016/j.ijer.2022.101928

Almås, A. G., Bueie, A. A., & Aagaard, T. (2021). From digital competence to Professional Digital Competence. Nordic Journal of Comparative and International Education (NJCIE), 5(4), 70–85. https://doi.org/10.7577/njcie.4233

Antinluoma, M., Ilomäki, L., & Toom, A. (2021). Practices of Professional Learning Communities. Frontiers in Education, 6. https://doi.org/10.3389/feduc.2021.617613

Arkorful, V., Barfi, K. A., & Aboagye, I. K. (2021). Integration of information and communication technology in teaching: Initial perspectives of senior high school teachers in Ghana. Education and Information Technologies. https://doi.org/10.1007/s10639-020-10426-7

Abdul, L. (2020). The Role of Information and Communication Technology Literacy in Distance Learning During the Covid-19 Pandemic (Indonesian). EduTeach: Jurnal Edukasi Dan Teknologi Pembelajaran, 1(2), 108–116. https://doi.org/10.37859/eduteach.v1i2.1956

Alias, B. S., Nawawi, W., Nor, M. Y. M. (2023). Technology Integration among Teachers: The Role of Principal’s Technology Leadership Practices. Tuijin Jishu/Journal of Propulsion Technology, 44(2). https://doi.org/10.52783/tjjpt.v44.i2.1055

Balyer, A., Karatas, H., & Alci, B. (2015). School Principals’ Roles in Establishing Collaborative Professional Learning Communities at Schools. Procedia - Social and Behavioral Sciences, 197, 1340–1347. https://doi.org/10.1016/j.sbspro.2015.07.387

Banoğlu, K., Vanderlinde, R., Çetin, M., et al. (2022). Role of School Principals’ Technology Leadership Practices in Building a Learning Organization Culture in Public K-12 Schools. Journal of School Leadership, 33(1), 66–91. https://doi.org/10.1177/10526846221134010

Bingham, A. J. (2021). How Distributed Leadership Facilitates Technology Integration: A Case Study of “Pilot Teachers. Teachers College Record: The Voice of Scholarship in Education, 123(7), 1–34. https://doi.org/10.1177/016146812112300704

Bolam, R., Mcmahon, A., Stoll, L., et al. (2005). Creating and Sustaining Effective Professional Learning Communities. Education.

Brown, B. D., Horn, R. S., & King, G. (2018). The effective implementation of professional learning communities. Alabama Journal of Educational Leadership, 53-59.

Cheng, P. L. (2017). Professional Learning Community (PLC): Technology Integration at a Title I Elementary School, San Jose State University. Available online: http://www.proquest.com/en-US/products/dissertations/individuals.shtml (accessed on 2 April 2024).

Chua, Y. P., & Chua, Y. P. (2017). Developing a Grounded Model for Educational Technology Leadership Practices. Ted Eğitim VE Bilim, 42(189). https://doi.org/10.15390/eb.2017.6705

Cifuentes, L., Maxwell, G., & Bulu, S. (2011). Technology Integration Through Professional Learning Community. Journal of Educational Computing Research, 44(1), 59–82. https://doi.org/10.2190/ec.44.1.d

Cresswell, J. W., & Clark, V. P. (2014). Research Design, Qualitatif and Mixed Methods Approaches. Sage Publications Ltd.

Davis, F. D. (1985). A technology acceptance model for empirically testing new end-user information systems: Theory and results [PhD thesis]. Massachusetts Institute of Technology.

Delia, S. B. (2018). Information and Communication Technology Competence of Elementary/Middle School Teachers (Portraits, Factors, and Efforts to Improve) (Indonesian). Muallimuna: Jurnal Madrasah Ibtidaiyah, 3(1), 48-65. https://doi.org/10.31602/muallimuna.v3i1.954

Dexter, S., & Barton, E. A. (2021). The development and impact of team-based school technology leadership. Journal of Educational Administration, 59(3), 367–384. https://doi.org/10.1108/jea-12-2020-0260

Dexter, S., & Richardson, J. W. (2019). What does technology integration research tell us about the leadership of technology? Journal of Research on Technology in Education, 52(1), 17–36. https://doi.org/10.1080/15391523.2019.1668316

Doğan, S., & Adams, A. (2018). Effect of professional learning communities on teachers and students: reporting updated results and raising questions about research design. School Effectiveness and School Improvement, 29(4), 634–659. https://doi.org/10.1080/09243453.2018.1500921

Domeny, J. V. (2017). The relationship between digital leadership and digital implementation in elementary schools [PhD thesis]. Southwest Baptist University.

Drossel, K., Eickelmann, B., & Gerick, J. (2016). Predictors of teachers’ use of ICT in school—the relevance of school characteristics, teachers’ attitudes and teacher collaboration. Education and Information Technologies, 22(2), 551–573. https://doi.org/10.1007/s10639-016-9476-y

Edelberg, T. (2019). Emphasizing Technology Over Instruction: Adapting a 20-Year-Old Survey to Examine the Climate of K-12 Instructional Technology Leadership in Public School Districts. Journal of School Leadership, 30(3), 257–274. https://doi.org/10.1177/1052684619884783

Fornell, C., & Larcker, D. F. (1981). Evaluating Structural Equation Models with Unobservable Variables and Measurement Error. Journal of Marketing Research, 18(1), 39–50. https://doi.org/10.1177/002224378101800104

Gerard, L. F., Bowyer, J. B., & Linn, M. C. (2007). Principal Leadership for Technology-enhanced Learning in Science. Journal of Science Education and Technology, 17(1), 1–18. https://doi.org/10.1007/s10956-007-9070-6

Ghavifekr, S., & Rosdy, W. A. W. (2015). Teaching and Learning with Technology: Effectiveness of ICT Integration in Schools. International Journal of Research in Education and Science, 1(2), 175. https://doi.org/10.21890/ijres.23596

Ghavifekr, S., & Wong, S. Y. (2021). Technology Leadership in Malaysian Schools. International Journal of Asian Business and Information Management, 13(2), 1–18. https://doi.org/10.4018/ijabim.20220701.oa3

Gyeltshen, L. G. (2021). Principals’ Technology Leadership Behavior and Teachers’ Use of Information and Communication Technology (ICT) in Bhutan. Suranaree Journal of Social Science, 15(2), 125–135. https://doi.org/10.55766/wirg3818

Hafiza Hamzah, N., Khalid, M., Nasir, M., & Abdul Wahab, J. (2021). The Effects of Principals’ Digital Leadership on Teachers’ Digital Teaching during the Covid-19 Pandemic in Malaysia. Journal of Education and E-Learning Research, 8(2), 216–221. https://doi.org/10.20448/journal.509.2021.82.216.221

Hair, J. F., Hult, G. T. M., Ringle, C. M., et al. (2021). Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R. In: Classroom Companion: Business. Springer International Publishing.

Hämäläinen, R., Nissinen, K., Mannonen, J., et al. (2021). Understanding teaching professionals’ digital competence: What do PIAAC and TALIS reveal about technology-related skills, attitudes, and knowledge? Computers in Human Behavior, 117, 106672. https://doi.org/10.1016/j.chb.2020.106672

Harris, A., & Jones, M. (2018). Leading schools as learning organizations. School Leadership & Management, 38(4), 351–354. https://doi.org/10.1080/13632434.2018.1483553

Henseler, J., Ringle, C. M., & Sarstedt, M. (2014). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115–135. https://doi.org/10.1007/s11747-014-0403-8

Henseler, J., & Sarstedt, M. (2012). Goodness-of-fit indices for partial least squares path modeling. Computational Statistics, 28(2), 565–580. https://doi.org/10.1007/s00180-012-0317-1

Hero, J. L. (2020). Exploring the Principal’s Technology Leadership: Its Influence on Teachers’ Technological Proficiency. International Journal of Academic Pedagogical Research, 4(6), 4-10.

Hew, K. F., & Brush, T. (2006). Integrating technology into K-12 teaching and learning: current knowledge gaps and recommendations for future research. Educational Technology Research and Development, 55(3), 223–252. https://doi.org/10.1007/s11423-006-9022-5

Homburg, C., Klarmann, M., & Vomberg, A. (2022). Handbook of Market Research. Reference work. https://doi.org/10.1007/978-3-319-57413-4

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

Isaac, S., & Michael, W. (1971). Handbook in research and evaluation. In: Behavior Therapy, 2nd ed. Edit Publishers.

ISTE-A. (2018). ISTE Standards for Education Leaders. International Society for Technology in Education (ISTE). Available online: https://www.iste.org/standards/iste-standards-for-education-leaders (accessed on 7 June 2024).

Johnson, B., & Christensen, L. (2004). Educational Research, Quantitative, Qualitative, and Mixed Approach. Pearson.

Karakose, T., Polat, H., & Papadakis, S. (2021). Examining Teachers’ Perspectives on School Principals’ Digital Leadership Roles and Technology Capabilities during the COVID-19 Pandemic. Sustainability, 13(23), 13448. https://doi.org/10.3390/su132313448

Karakose, T., & Tülübaş, T. (2023). Digital Leadership and Sustainable School Improvement—A Conceptual Analysis and Implications for Future Research. Educational Process International Journal, 12(1). https://doi.org/10.22521/edupij.2023.121.1

Kaschuluk, E. (2019). The impact of learning organization on teacher TPACK. Northeastern University.

Kock, N. (2016). Non-Normality Propagation among Latent Variables and Indicators in PLS-SEM Simulations. Journal of Modern Applied Statistical Methods, 15(1), 299–315. https://doi.org/10.22237/jmasm/1462076100

Kuncoro, K. S., Sukiyanto, S., Irfan, M., et al. (2022). Improving Teachers’ Digital Literacy to Address Learning Issues in the Era of Covid-19 Pandemic (Indonesian). Abdi Wiralodra: Jurnal Pengabdian Kepada Masyarakat, 4(1), 17–34. https://doi.org/10.31943/abdi.v4i1.50

Lai, C., Wang, Q., & Huang, X. (2022). The differential interplay of TPACK, teacher beliefs, school culture and professional development with the nature of in‐service EFL teachers’ technology adoption. British Journal of Educational Technology, 53(5), 1389–1411. https://doi.org/10.1111/bjet.13200

Lee, D. H. L., & Ip, N. K. K. (2021). The influence of professional learning communities on informal teacher leadership in a Chinese hierarchical school context. Educational Management Administration & Leadership, 51(2), 324–344. https://doi.org/10.1177/1741143220985159

Lee, M., & Louis, K. S. (2019). Mapping a strong school culture and linking it to sustainable school improvement. Teaching and Teacher Education, 81, 84–96. https://doi.org/10.1016/j.tate.2019.02.001

Leong, M. W., Kannan, S., & Maulod, S. A. (2016). Principal Technology Leadership Practices and Teacher Acceptance of School Management System (SMS). Educational Leader (Pemimpin Pendidikan), 4, 89-103.

Liu, S., Lu, J., & Yin, H. (2022). Can professional learning communities promote teacher innovation? A multilevel moderated mediation analysis. Teaching and Teacher Education, 109, 103571. https://doi.org/10.1016/j.tate.2021.103571

Mei, X. Y., Aas, E., & Medgard, M. (2019). Teachers’ use of digital learning tool for teaching in higher education. Journal of Applied Research in Higher Education, 11(3), 522–537. https://doi.org/10.1108/jarhe-10-2018-0202

Meier, L. T. (2019). Questioning the Problematic Nature of School Culture in Elementary Teacher Education. Journal of Culture and Values in Education, 2(1), 34–44. https://doi.org/10.46303/jcve.02.01.3

Napitupulu, B., & Wibawanta, B. (2022). Evaluation of the Professional Learning Community Program for Teachers in Indonesia. Jurnal Kependidikan: Jurnal Hasil Penelitian Dan Kajian Kepustakaan Di Bidang Pendidikan, Pengajaran Dan Pembelajaran, 8(3), 534. https://doi.org/10.33394/jk.v8i3.5573

Navaridas-Nalda, F., Clavel-San Emeterio, M., Fernández-Ortiz, R., et al. (2020). The strategic influence of school principal leadership in the digital transformation of schools. Computers in Human Behavior, 112, 106481. https://doi.org/10.1016/j.chb.2020.106481

Newmann, F. M. A. A. (1996). Authentic achievement: Restructuring schools for intellectual quality: Vol. Jossey-Bas. Jossey Bass Publishers.

Nolin, A. P. (2014). Framing Innovation: Do Professional Learning Communities Influence Acceptance of Large-Scale Technology Initiatives? Available online: http://hdl.handle.net/2345/3832 (accessed on 22 May 2024).

Ohayon, A., & Albulescu, I. (2023). Influence Of Teachers Participation in Professional Learning Community on Their Teaching Skills. In: Proceedings of 10th International Conference Education, Reflection, Development (ERD 2022); 24 June 2022; Cluj-Napoca, Romania. pp. 445–451.

Omar, M. N., & Ismail, S. N. (2020). Mobile Technology Integration in the 2020s: The Impact of Technology Leadership in the Malaysian Context. Universal Journal of Educational Research, 8(5), 1874–1883. https://doi.org/10.13189/ujer.2020.080524

Ottenbreit-Leftwich, A. T., Glazewski, K. D., Newby, T. J., et al. (2010). Teacher value beliefs associated with using technology: Addressing professional and student needs. Computers & Education, 55(3), 1321–1335. https://doi.org/10.1016/j.compedu.2010.06.002

Owen, S. M. (2014). Teacher professional learning communities in innovative contexts: ‘ah hah moments’, ‘passion’ and ‘making a difference’ for student learning. Professional Development in Education, 41(1), 57–74. https://doi.org/10.1080/19415257.2013.869504

Pashmforoosh, R., Irby, B. J., Lara-Alecio, R., et al. (2023). Building school leaders’ instructional leadership capacity through virtual professional leadership learning communities. Frontiers in Education, 8. https://doi.org/10.3389/feduc.2023.1168734

Paulus, M. T., Villegas, S. G., & Howze-Owens, J. (2020). Professional Learning Communities: Bridging the Technology Integration Gap Through Effective Professional Development. Peabody Journal of Education, 95(2), 193–202. https://doi.org/10.1080/0161956x.2020.1745610

Piotrowsky, M. J. (2016). The effects of principal leadership on school culture and student achievement. ProQuest LLC.

Prasojo, L. D., & Yuliana, L. (2021). How is Social Media Used by Indonesian School Principals for Instructional Leadership? Jurnal Cakrawala Pendidikan, 40(1), 70–80. https://doi.org/10.21831/cp.v40i1.32925

Purnomo, E. N., Imron, A., Wiyono, B. B., et al. (2023). E-Leadership, Technology Acceptance and Technological Self-Efficacy: Its Effect on Teacher Attitudes in Using Virtual Learning Environments. Pegem Journal of Education and Instruction, 13(4). https://doi.org/10.47750/pegegog.13.04.23

Raman, A., Thannimalai, R., & Ismail, S. N. (2019). Principals’ Technology Leadership and its Effect on Teachers’ Technology Integration in 21st Century Classrooms. International Journal of Instruction, 12(4), 423–442. https://doi.org/10.29333/iji.2019.12428a

Rauch, F., & Steiner, R. (2013). Competences for Education for Sustainable Development in Teacher Education. Center for Educational Policy Studies Journal, 3(1), 9–24. https://doi.org/10.26529/cepsj.248

Rogers, E. (2003). Diffusion of innovations, 5th ed. The Free Press.

Sangkawetai, C., Neanchaleay, J., Koul, R., et al. (2018). Predictors of K-12 Teachers’ Instructional Strategies with ICTs. Technology, Knowledge and Learning, 25(1), 149–177. https://doi.org/10.1007/s10758-018-9373-0

Saputra, N., Nugroho, R., Aisyah, H., et al. (2021). Digital Skill During Covid-19: Effects of Digital Leadership and Digital Collaboration. Jurnal Aplikasi Manajemen, 19(2), 272–281. https://doi.org/10.21776/ub.jam.2021.019.02.04

Sheninger, E. (2014). Digital Leadership; Changing Paradigm for Changing Times, 1st ed. Corwin A SAGE Company.

Sheninger, E. (2019). Digital Leadership: Changing Paradigms for Changing Times. In: Proceedings of 13th International Technology, Education and Development Conference; 11-13 March 2019; Valencia, Spain.

Simanjuntak, H., Maruli, S., & Silitonga, L. L. (2020). Revisiting Teacher Working Group in Indonesia. Universal Journal of Educational Research, 8(4), 1322–1325. https://doi.org/10.13189/ujer.2020.080423

Skantz-Åberg, E., Lantz-Andersson, A., Lundin, M., et al. (2022). Teachers’ professional digital competence: an overview of conceptualisations in the literature. Cogent Education, 9(1). https://doi.org/10.1080/2331186x.2022.2063224

Subandiyo. (2016). Improving Teachers’ Ability to Implement the Teaching and Learning Process through Group Supervision (Indonesian). Jurnal Manajemen Dan Supervisi Pendidikan, 1(1), 42–51. https://doi.org/10.17977/um025v1i12016p042

Sugiyono. (2019). Quantitative, Qualitative and R&D Research Methods (Indonesian). Alfabeta.

Sunaengsih, C., Isrok’atun, I., Komariah, A., et al. (2020). The Implementation of Professional Learning Community in Elementary Schools. In: Proceedings of the 3rd Inernational Conference on Research of Educational Administration and Management (ICREAM 2019); 7 February 2020.

Sunu, I. G. K. A. (2022). The Impact of Digital Leadership on Teachers Acceptance and Use of Digital Technologies. Mimbar Ilmu, 27(2), 311–320. https://doi.org/10.23887/mi.v27i2.52832

Sekolah, K. (n.d.). Available online: https://sekolah.data.kemdikbud.go.id (accessed on 2 April 2024).

Thannimalai, R., & Raman, A. (2018). The Influence of Principals’ Technology Leadership and Professional Development on Teachers’ Technology Integration in Secondary Schools. Malaysian Journal of Learning and Instruction, 15(1), 201–226. https://doi.org/10.32890/mjli2018.15.1.8

Thoma, J., Hutchison, A., Johnson, D., et al. (2017). Planning for Technology Integration in a Professional Learning Community. The Reading Teacher, 71(2), 167–175. https://doi.org/10.1002/trtr.1604

Thyssen, C., Huwer, J., Irion, T., et al. (2023). From TPACK to DPACK: The “Digitality-Related Pedagogical and Content Knowledge”—Model in STEM-Education. Education Sciences, 13(8), 769. https://doi.org/10.3390/educsci13080769

Timan, A., Mustiningsih, M., & Imron, A. (2022). Principal’s Digital Leadership in Relation to Teacher Performance and Student Competencies in the 21st Century (Indonesia). Jurnal Administrasi Dan Manajemen Pendidikan, 5(4), 323–333. https://doi.org/10.17977/um027v5i42022p323

Tondeur, J., Devos, G., Van Houtte, M., et al. (2009). Understanding structural and cultural school characteristics in relation to educational change: the case of ICT integration. Educational Studies, 35(2), 223–235. https://doi.org/10.1080/03055690902804349

Tondeur, J., Krug, D., Bill, M., et al. (2015). Integrating ICT in Kenyan secondary schools: an exploratory case study of a professional development programme. Technology, Pedagogy and Education, 24(5), 565–584. https://doi.org/10.1080/1475939x.2015.1091786

Vanderlinde, R., van Braak, J., & Hermans, R. (2009). Educational technology on a turning point: curriculum implementation in Flanders and challenges for schools. Educational Technology Research and Development, 57(4), 573–584. https://doi.org/10.1007/s11423-009-9126-9

Vescio, V., Ross, D., & Adams, A. (2008). A review of research on the impact of professional learning communities on teaching practice and student learning. Teaching and Teacher Education, 24(1), 80–91. https://doi.org/10.1016/j.tate.2007.01.004

Vossen, T. E., Henze, I., De Vries, M. J., et al. (2019). Finding the connection between research and design: the knowledge development of STEM teachers in a professional learning community. International Journal of Technology and Design Education, 30(2), 295–320. https://doi.org/10.1007/s10798-019-09507-7

Wilson, B. G. (1996). Constructivist Learning Environments: Case Studies in Instructional Design. Educational Technology Publications.

Yuting, Z., Adams, D., & Lee, K. C. S. (2022). The relationship between technology leadership and teacher ICT competency in higher education. Education and Information Technologies, 27(7), 10285–10307. https://doi.org/10.1007/s10639-022-11037-0

Zhong, L. (2017). The Effectiveness of K-12 Principal’s Digital Leadership in Supporting and Promoting Communication and Collaboration Regarding CCSS Implementation. Journal of Educational Technology Development and Exchange, 10(2). https://doi.org/10.18785/jetde.1002.04

Zhang, Y., & Cristol, D. (2019). Handbook of Mobile Teaching and Learning. Springer.