Eduvest - Journal of Universal Studies
Vol. 5 No. 9 (2025): Eduvest - Journal of Universal Studies

The Influence of Digital Transformation on Risk-Taking in Commercial Banks in Indonesia Using Text Mining

Mardhika, Bimo Anugrah Putra (Unknown)
Marpaung, Jonathan Nahum (Unknown)



Article Info

Publish Date
09 Sep 2025

Abstract

This research examines the impact of digital transformation on banking risks, specifically focusing on credit risk (NPL), liquidity risk (LDR), and insolvency risk (Z-score). Employing a quantitative method, the study constructs a digital transformation index using text-mining techniques applied to annual reports of Indonesian commercial banks. The analysis utilizes Ordinary Least Squares (OLS), Fixed Effects (FE), and the System Generalized Method of Moments (SYS-GMM) on a dataset comprising 59 commercial banks in Indonesia from 2018 to 2024. The results reveal that digital transformation significantly raises credit risk. In contrast, its effects on liquidity and insolvency risks are statistically insignificant, suggesting potential improvements in credit evaluation through the use of enhanced data and technological tools. Additionally, the study demonstrates the utility of the SYS-GMM model in addressing endogeneity concerns in dynamic panel data. These findings can help regulators understand the strategic role of digital implementation and innovation in enhancing risk management and financial stability within the commercial banking sector.

Copyrights © 2025






Journal Info

Abbrev

edv

Publisher

Subject

Aerospace Engineering Computer Science & IT Health Professions Neuroscience Social Sciences

Description

Eduvest - Journal of Universal Studies is a double blind peer-reviewed academic journal and open access to multidiciplinary fields. The journal is published monthly by Green Publisher Indonesia. Eduvest - Journal of Universal Studies provides a means for sustained discussion of relevant issues that ...