Journal of Islamic Monetary Economics and Finance
Vol. 12 No. 2 (2026)

Does Cybersecurity Influence the Impact of AI on Bank Risk-Taking? Evidence from Dual-Banking Countries

Hasanul Banna (Manchester Metropolitan University, United Kingdom and Miyan Research Institute, International University of Business Agriculture and Technology, Bangladesh)
Masagus M. Ridhwan (Bank Indonesia Institute, Bank Indonesia, Jakarta, Indonesia and Perbanas Institute, Jakarta, Indonesia)
Rudy Marhastari (Bank Indonesia Institute, Bank Indonesia, Jakarta, Indonesia)



Article Info

Publish Date
22 May 2026

Abstract

Using 5,806 bank–year observations from 17 Asian and African economies over the years 2012–2022, we examine how artificial intelligence (AI) adoption influences bank risk-taking and whether cybersecurity capacity moderates this relationship. We find that AI intensity is associated with higher risk-taking at prevailing adoption levels.  We also note that their relationship is concave, suggesting a shift from “risk-ramping” during early deployment to “discipline” as model governance and monitoring mature. We also find that stronger cybersecurity attenuates AI’s marginal risk effect. Heterogeneity is evident: conventional banks exhibit higher turning points, reflecting a longer risk ramp, whereas Islamic banks peak earlier, consistent with stricter governance structures and more risk-averse practices. Results are robust in various sensitivity analyses. The findings suggest that AI scaling in banking requires synchronized advancement in cybersecurity and a model-risk management framework, aligned with evolving supervisory doctrine on digital resilience and AI governance.

Copyrights © 2026






Journal Info

Abbrev

JIMF

Publisher

Subject

Economics, Econometrics & Finance

Description

JIMF is an international peer-reviewed and scientific journal which is published quarterly by Bank Indonesia Institute. JIMF is a type of scientific journal (e-journal) in Islamic economics, monetary, and finance. By involving a large research communiy in an innovative public peer-review process, ...