Organizational Readiness In Artificial Intelligence Implementation: The Role of Digital Transformation In Bank Indonesia
DOI:
10.51601/ijersc.v7i5.1099Published:
2026-10-12Downloads
Abstract
This study analyzes the relationship between digitalization, structural transformation, and carbon emission intensity in six ASEAN countries, namely Indonesia, Malaysia, Thailand, the Philippines, Vietnam, and Cambodia. The study uses annual panel data for the period 2004–2024, with the main estimation period covering 2010–2024. Carbon emission intensity is used as the dependent variable, while the number of internet users, industry value added, urban population, GDP per capita, international trade, and services sector value added are used as independent variables. All variables are transformed into natural logarithms so that the coefficients can be interpreted as elasticities. Estimation is conducted using the Fixed Effects Model with period fixed effects and Panel EGLS with period weights following model selection tests. The results show that digitalization, proxied by the number of internet users, has a positive but statistically insignificant relationship with carbon emission intensity. In contrast, industry value added, urban population, GDP per capita, and international trade have positive and significant relationships. Services sector value added has a negative and significant relationship with carbon emission intensity. These findings indicate that structural transformation toward the services sector is associated with lower emission intensity, while industrial expansion, urbanization, economic growth, and trade are associated with increased carbon emission intensity in the countries examined.
References
[1]. Ahmed, S., Aziz, N. A., Haque, R., Senathirajah, A. R. B. S., & Qazi, S. Z. (2024). Digital transformation in Malaysian manufacturing: A study of change sensing and seizing capabilities. Cogent Business & Management, 11(1), Article 2392046. https://doi.org/10.1080/23311975.2024.2392046
[2]. Aprizal, A., Basuki, A. T., & Wiranatakusuma, D. B. (2025). Analysis of Islamic banking performance in West Nusa Tenggara post global financial crisis 2008–2009: Error correction model approach. Journal of Islamic Economic and Business Research, 5(1), 93–113. https://doi.org/10.18196/jiebr.v5i1.411
[3]. Araujo, D., Doerr, S., Gambacorta, L., & Tissot, B. (2024). Artificial intelligence in central banking (BIS Bulletin No. 84). Bank for International Settlements. https://www.bis.org/publ/bisbull84.htm
[4]. Armenakis, A. A., Harris, S. G., & Mossholder, K. W. (1993). Creating readiness for organizational change. Human Relations, 46(6), 681–703. https://doi.org/10.1177/001872679304600601
[5]. Bank Indonesia. (2024). Blueprint Sistem Pembayaran Indonesia 2030. https://www.bi.go.id/id/fungsi-utama/sistem-pembayaran/blueprint/default.aspx
[6]. Bank Indonesia. (2026, 24 Juli). Bank sentral Asia Pasifik perkuat tata kelola adopsi AI (Siaran Pers No. 28/144/DKom). https://www.bi.go.id/id/publikasi/ruang-media/news-release/Pages/sp_2814426.aspx
[7]. Bank Indonesia. (n.d.). Dari visi menjadi realitas: Akselerasi transformasi digital menuju bank sentral digital terdepan untuk Indonesia maju. https://www.bi.go.id/id/publikasi/kajian/Documents/Dari-Visi-Menjadi-Realitas-Akselerasi-Transformasi-Digital-Menuju-Bank-Sentral-Digital-Terdepan-Untuk-Indonesia-Maju.pdf
[8]. Bisnis.com. (2024, 9 September). BI ungkap penerapan AI di bank sentral, olah data hingga rumuskan kebijakan. https://finansial.bisnis.com/read/20240909/11/1798022/bi-ungkap-penerapan-ai-di-bank-sentral-olah-data-hingga-rumuskan-kebijakan
[9]. Bowen, G. A. (2009). Document analysis as a qualitative research method. Qualitative Research Journal, 9(2), 27–40. https://doi.org/10.3316/QRJ0902027
[10]. Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. https://doi.org/10.1191/1478088706qp063oa
[11]. Chatterjee, S., Rana, N. P., Dwivedi, Y. K., & Baabdullah, A. M. (2021). Understanding AI adoption in manufacturing and production firms using an integrated TAM-TOE model. Technological Forecasting and Social Change, 170, Article 120880. https://doi.org/10.1016/j.techfore.2021.120880
[12]. CNBC Indonesia. (2026, 5 Agustus). Destry ungkap 4 PR besar bank sentral di era AI-fragmentasi global. https://www.cnbcindonesia.com/market/20260805071300-17-756609/destry-ungkap-4-pr-besar-bank-sentral-di-era-ai-fragmentasi-global
[13]. Creswell, J. W., & Poth, C. N. (2018). Qualitative inquiry and research design: Choosing among five approaches (4th ed.). SAGE.
[14]. Detik.com. (2026, 27 Juli). Gubernur BI Perry Warjiyo mundur, Destry Damayanti jadi pejabat sementara. https://www.detik.com/jabar/berita/d-8591647/gubernur-bi-perry-warjiyo-mundur-destry-damayanti-jadi-pejabat-sementara
[15]. detikFinance. (2026, 28 Juli). Alasan Perry Warjiyo mundur dari Gubernur BI. https://finance.detik.com/moneter/d-8591554/alasan-perry-warjiyo-mundur-dari-gubernur-bi
[16]. Duasa, J., & Wiranatakusuma, D. B. (2025). Toward inclusive finance: Analyzing refugees' access to digital financial services in Malaysia. Platform: A Journal of Management and Humanities, 8(2), 19–29. https://irep.iium.edu.my/126829/
[17]. Dwivedi, Y. K., Hughes, L., Ismagilova, E., Aarts, G., Coombs, C., Crick, T., Duan, Y., Dwivedi, R., Edwards, J., Eirug, A., Galanos, V., Ilavarasan, P. V., Janssen, M., Jones, P., Kar, A. K., Kizgin, H., Kronemann, B., Lal, B., Lucini, B., ... Williams, M. D. (2021). Artificial Intelligence (AI): Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy. International Journal of Information Management, 57, Article 101994. https://doi.org/10.1016/j.ijinfomgt.2019.08.002
[18]. Fernandez, S., & Rainey, H. G. (2006). Managing successful organizational change in the public sector. Public Administration Review, 66(2), 168–176. https://doi.org/10.1111/j.1540-6210.2006.00570.x
[19]. Gfrerer, A., Hutter, K., Füller, J., & Ströhle, T. (2021). Ready or not: Managers' and employees' different perceptions of digital readiness. California Management Review, 63(2), 23–48. https://doi.org/10.1177/0008125620977487
[20]. Herscovitch, L., & Meyer, J. P. (2002). Commitment to organizational change: Extension of a three-component model. Journal of Applied Psychology, 87(3), 474–487. https://doi.org/10.1037/0021-9010.87.3.474
[21]. Holmström, J. (2022). From AI to digital transformation: The AI readiness framework. Business Horizons, 65(3), 329–339. https://doi.org/10.1016/j.bushor.2021.03.006
[22]. Holt, D. T., Armenakis, A. A., Feild, H. S., & Harris, S. G. (2007). Readiness for organizational change: The systematic development of a scale. The Journal of Applied Behavioral Science, 43(2), 232–255. https://doi.org/10.1177/0021886306295295
[23]. Hradecky, D., Kennell, J., Cai, W., & Davidson, R. (2022). Organizational readiness to adopt artificial intelligence in the exhibition sector in Western Europe. International Journal of Information Management, 65, Article 102497. https://doi.org/10.1016/j.ijinfomgt.2022.102497
[24]. Infobanknews. (2026). Perbankan kian bertumpu pada AI, tata kelola jadi kunci. https://infobanknews.com/perbankan-kian-bertumpu-pada-ai-tata-kelola-jadi-kunci
[25]. Infobanknews. (2024, 9 September). BI kini manfaatkan teknologi AI dalam merumuskan kebijakan. https://infobanknews.com/bi-kini-manfaatkan-teknologi-ai-dalam-merumuskan-kebijakan/
[26]. Investortrust.id. (2024).
[27]. Jöhnk, J., Weißert, M., & Wyrtki, K. (2021). Ready or not, AI comes—An interview study of organizational AI readiness factors. Business & Information Systems Engineering, 63(1), 5–20. https://doi.org/10.1007/s12599-020-00676-7
[28]. Kontan.co.id. (2025, 23 Oktober). BI waspadai lonjakan risiko serangan siber di tengah kencangnya transaksi digital. https://keuangan.kontan.co.id/news/bi-waspadai-lonjakan-risiko-serangan-siber-di-tengah-kencangnya-transaksi-digital
[29]. Kuipers, B. S., Higgs, M., Kickert, W., Tummers, L., Grandia, J., & Van der Voet, J. (2014). The management of change in public organizations: A literature review. Public Administration, 92(1), 1–20. https://doi.org/10.1111/padm.12040
[30]. Mergel, I., Edelmann, N., & Haug, N. (2019). Defining digital transformation: Results from expert interviews. Government Information Quarterly, 36(4), Article 101385. https://doi.org/10.1016/j.giq.2019.06.002
[31]. Meyer, J. P., & Allen, N. J. (1991). A three-component conceptualization of organizational commitment. Human Resource Management Review, 1(1), 61–89. https://doi.org/10.1016/1053-4822(91)90011-Z
[32]. Mikalef, P., & Gupta, M. (2021). Artificial intelligence capability: Conceptualization, measurement calibration, and empirical study on its impact on organizational creativity and firm performance. Information & Management, 58(3), Article 103434. https://doi.org/10.1016/j.im.2021.103434
[33]. OECD. (2019). Recommendation of the Council on Artificial Intelligence (OECD/LEGAL/0449). https://legalinstruments.oecd.org/en/instruments/OECD-LEGAL-0449
[34]. Otoritas Jasa Keuangan. (2025, 29 April). OJK dorong penggunaan kecerdasan artifisial di sektor perbankan secara bertanggung jawab: Peluncuran Tata Kelola Kecerdasan Artifisial Perbankan Indonesia (Siaran Pers SP 67/GKPB/OJK/IV/2025). https://ojk.go.id/id/berita-dan-kegiatan/siaran-pers/Pages/Peluncuran-Tata-Kelola-Kecerdasan-Artifisial-Perbankan-Indonesia.aspx
[35]. Putri, K. (2026, 29 Juni). Adopsi AI di perbankan tembus 57%, dipakai untuk layanan hingga analisis kredit. Katadata. https://katadata.co.id/finansial/keuangan/6a42802233c09/adopsi-ai-di-perbankan-tembus-57-dipakai-untuk-layanan-hingga-analisis-kredit
[36]. Rafferty, A. E., Jimmieson, N. L., & Armenakis, A. A. (2013). Change readiness: A multilevel review. Journal of Management, 39(1), 110–135. https://doi.org/10.1177/0149206312457417
[37]. Rivai P, A. K., Usman, O., Hardini, I. R., & Kasofi, A. (2025). The role of disruptive technology in enhancing organizational culture, transformational leadership, organizational learning, and individual readiness for change: A study on Bank Jago. Edelweiss Applied Science and Technology, 9(4), 1497–1508. https://ideas.repec.org/a/ajp/edwast/v9y2025i4p1497-1508id6326.html
[38]. Sekretariat Presiden. (2026, 27 Juli). Pemerintah resmi terima pengunduran diri Perry Warjiyo, Destry Damayanti jalankan tugas Gubernur BI sementara. https://presidenri.go.id/siaran-pers/pemerintah-resmi-terima-pengunduran-diri-perry-warjiyo-destry-damayanti-jalankan-tugas-gubernur-bi-sementara/
[39]. Senge, P. M. (1990). The fifth discipline: The art and practice of the learning organization. Doubleday/Currency.
[40]. Shea, C. M., Jacobs, S. R., Esserman, D. A., Bruce, K., & Weiner, B. J. (2014). Organizational readiness for implementing change: A psychometric assessment of a new measure. Implementation Science, 9, Article 7. https://doi.org/10.1186/1748-5908-9-7
[41]. Silva, R. P., São Mamede, H., & Santos, V. (2025). A new proposed model to assess the digital organizational readiness to maximize the results of the digital transformation in SMEs. Journal of Innovation & Knowledge, 10(1), Article 100644. https://doi.org/10.1016/j.jik.2024.100644
[42]. Singla, A., Sukharevsky, A., Yee, L., Chui, M., & Hall, B. (2024, 30 Mei). The state of AI in early 2024: Gen AI adoption spikes and starts to generate value. McKinsey & Company. https://www.mckinsey.com/capabilities/tech-and-ai/our-insights/the-state-of-ai-2024
[43]. Tsoukas, H., & Chia, R. (2002). On organizational becoming: Rethinking organizational change. Organization Science, 13(5), 567–582. https://doi.org/10.1287/orsc.13.5.567.7810
[44]. Uren, V., & Edwards, J. S. (2023). Technology readiness and the organizational journey towards AI adoption: An empirical study. International Journal of Information Management, 68, Article 102588. https://doi.org/10.1016/j.ijinfomgt.2022.102588
[45]. Verhoef, P. C., Broekhuizen, T., Bart, Y., Bhattacharya, A., Dong, J. Q., Fabian, N., & Haenlein, M. (2021). Digital transformation: A multidisciplinary reflection and research agenda. Journal of Business Research, 122, 889–901. https://doi.org/10.1016/j.jbusres.2019.09.022
[46]. Vial, G. (2019). Understanding digital transformation: A review and a research agenda. The Journal of Strategic Information Systems, 28(2), 118–144. https://doi.org/10.1016/j.jsis.2019.01.003
[47]. Warner, K. S. R., & Wäger, M. (2019). Building dynamic capabilities for digital transformation: An ongoing process of strategic renewal. Long Range Planning, 52(3), 326–349. https://doi.org/10.1016/j.lrp.2018.12.001
[48]. Warta Ekonomi. (2024, 1 Desember). Gubernur BI ungkap 5 inisiatif untuk genjot akselerasi sistem pembayaran digitalisasi pada 2025. https://wartaekonomi.co.id/read550997/gubernur-bi-ungkap-5-inisiatif-untuk-genjot-akselerasi-sistem-pembayaran-digitalisasi-pada-2025
[49]. Weiner, B. J. (2009). A theory of organizational readiness for change. Implementation Science, 4, Article 67. https://doi.org/10.1186/1748-5908-4-67
[50]. Wirtz, B. W., Weyerer, J. C., & Geyer, C. (2019). Artificial intelligence and the public sector—Applications and challenges. International Journal of Public Administration, 42(7), 596–615. https://doi.org/10.1080/01900692.2018.1498103
[51]. Yin, R. K. (2018). Case study research and applications: Design and methods (6th ed.). SAGE.
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