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Article

Efficiency and Risk of ASEAN Commercial Banks: Panel Vector Autoregressive Approach

by
Duong Thi Anh Tien
* and
Anh Tuan Nguyen
Faculty of Basic Sciences-Economics, Industrial University of Ho Chi Minh City, Ho Chi Minh City 70000, Vietnam
*
Author to whom correspondence should be addressed.
J. Risk Financ. Manag. 2026, 19(7), 504; https://doi.org/10.3390/jrfm19070504
Submission received: 12 October 2025 / Revised: 26 May 2026 / Accepted: 29 May 2026 / Published: 6 July 2026
(This article belongs to the Section Banking and Finance)

Abstract

This study investigates the causal relationship between profit efficiency and bank risk in Southeast Asian commercial banks using a Panel Vector Autoregression framework. The banking data is unbalanced panel data collected from BankFocus from 2007 to 2022 from the data of financial institutions in 11 Southeast Asian countries. The author excluded commercial bank data from three countries, including Brunei, East Timor, and Myanmar, due to their lack of financial reports. Therefore, the number of commercial banks obtained is 118 banks from eight countries including Cambodia, Indonesia, Laos, Malaysia, the Philippines, Singapore, Thailand, and Vietnam. Profit efficiency is measured by ROA and ROE, and bank risk is proxied by Z-score. The results reveal a bidirectional causal relationship between profit efficiency and bank risk. Bank risk positively affects ROA at a 10% significance level, while ROA has a negative effect on bank risk at a 1% level. In contrast, bank risk exerts a negative and significant impact on ROE at a 1% level, whereas changes in ROE do not significantly influence bank risk. These findings imply that Vietnamese commercial banks need to maintain a balance between traditional operations and diversification strategies. Simultaneously, evidence of a causal relationship between profitability and risk supports hypotheses of poor management and austere behavior, thereby highlighting the need to strengthen governance capacity, improve operational quality, and implement appropriate development strategies to optimize efficiency and ensure sustainable risk control.
Keywords: profit efficiency; bank risk; PVAR; ASEAN profit efficiency; bank risk; PVAR; ASEAN

Share and Cite

MDPI and ACS Style

Tien, D.T.A.; Nguyen, A.T. Efficiency and Risk of ASEAN Commercial Banks: Panel Vector Autoregressive Approach. J. Risk Financ. Manag. 2026, 19, 504. https://doi.org/10.3390/jrfm19070504

AMA Style

Tien DTA, Nguyen AT. Efficiency and Risk of ASEAN Commercial Banks: Panel Vector Autoregressive Approach. Journal of Risk and Financial Management. 2026; 19(7):504. https://doi.org/10.3390/jrfm19070504

Chicago/Turabian Style

Tien, Duong Thi Anh, and Anh Tuan Nguyen. 2026. "Efficiency and Risk of ASEAN Commercial Banks: Panel Vector Autoregressive Approach" Journal of Risk and Financial Management 19, no. 7: 504. https://doi.org/10.3390/jrfm19070504

APA Style

Tien, D. T. A., & Nguyen, A. T. (2026). Efficiency and Risk of ASEAN Commercial Banks: Panel Vector Autoregressive Approach. Journal of Risk and Financial Management, 19(7), 504. https://doi.org/10.3390/jrfm19070504

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