Fintech and the NPL Provisioning Coverage Ratio: Facilitating or Inhibiting

Fintech has become a crucial driver of technological and business model innovation in modern commercial banking. With its widespread adoption, the impact of fintech on banks' risk management, particularly on the non-performing loan (NPL) provision coverage ratio, has garnered significant attention in both academic and industry circles. Using microdata from 42 listed commercial banks in China's A-share market between 2007 and 2022, this study constructs a theoretical and econometric model to examine this relationship. The findings reveal three key insights: first, fintech significantly suppresses the NPL provision coverage ratio. Second, fintech indirectly promotes risk-taking in China's banking sector by affecting leverage. Third, weighted net risky assets have a negative moderating effect on the relationship between fintech and the NPL provision coverage ratio. These findings offer valuable implications for commercial banks in strategically deploying fintech to prevent and mitigate NPL risks, improve operational performance, and achieve sustainable high-quality growth.

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Publication Details

Journal
Asia Pacific Economic and Management Review
Published
2025-07-14
DOI
https://doi.org/10.62177/apemr.v2i4.485
Primary Topic
FinTech, Crowdfunding, Digital Finance
Type
article
Field-Weighted Citation Impact
0.00
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article

Fintech and the NPL Provisioning Coverage Ratio: Facilitating or Inhibiting

Jingjing Yang, Xinyao Li, Xuandong Zhang
Asia Pacific Economic and Management Review
FinTech, Crowdfunding, Digital Finance
article

Fintech and the NPL Provisioning Coverage Ratio: Facilitating or Inhibiting

Jingjing Yang, Xinyao Li, Xuandong Zhang
article en

Abstract

Fintech has become a crucial driver of technological and business model innovation in modern commercial banking. With its widespread adoption, the impact of fintech on banks' risk management, particularly on the non-performing loan (NPL) provision coverage ratio, has garnered significant attention in both academic and industry circles. Using microdata from 42 listed commercial banks in China's A-share market between 2007 and 2022, this study constructs a theoretical and econometric model to examine this relationship. The findings reveal three key insights: first, fintech significantly suppresses the NPL provision coverage ratio. Second, fintech indirectly promotes risk-taking in China's banking sector by affecting leverage. Third, weighted net risky assets have a negative moderating effect on the relationship between fintech and the NPL provision coverage ratio. These findings offer valuable implications for commercial banks in strategically deploying fintech to prevent and mitigate NPL risks, improve operational performance, and achieve sustainable high-quality growth.

Asia Pacific Economic and Management ReviewVol. 2(4)
Yan'an University (CN), Pusan National University (KR)
Openalex Percentile: Top 71%
FinTech, Crowdfunding, Digital Finance
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Fintech and the NPL Provisioning Coverage Ratio: Facilitating or Inhibiting — Jingjing Yang, Xinyao Li, et al. · Asia Pacific Economic and Management Review (2025) | TGRS Research Map | TGRS