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Funding innovation and bank systemic risk: Evidence from Wealth Management Products

Journal of Financial Stability 2026 85, 101565 open access
Wealth Management Products (WMPs) have become a major source of bank funding over the past decade. Using a unique WMP transactions dataset from China covering 99,893 transactions during 2010-2020, this study examines whether greater reliance on WMPs as a type of funding innovation increases bank systemic risk. We find that higher WMP dependence significantly elevates systemic risk, with the effects concentrated among smaller banks. Exploiting the 2018 Asset Management Regulation as an exogenous shock, we establish causality using a difference-in-differences approach. Our channel analysis shows that maturity mismatch amplifies WMP-related systemic risk, while higher WMP yields further increase fragility through funding cost pressures. Overall, these results call for a regulatory approach that moves beyond aggregate balance-sheet metrics and instead targets funding composition, maturity structure, and pricing behaviour-dimensions in which WMPs materially increase systemic vulnerability.

Does regulatory forbearance matter for bank stability? Evidence from creditors’ perspective

Journal of Financial Stability 2017 28, 163-180 open access
Regulatory forbearance in times of corporate distress has been a common practice in many countries to achieve bank stability, particularly so in the absence of a unified bankruptcy code, yet very little is known in the context of emerging market economies. Exploiting variation of membership across banks in a corporate debt restructuring programme (CDR) sponsored by the central bank in India, this paper finds that the banks that made use of regulatory forbearance (RF) on the restructured corporate loans could increase their stability significantly due to the extension of low provisioning on restructured loans. However, the positive effect of RF diminishes at higher levels of market power, highlighting that member banks with higher market power tend to originate riskier assets (as reflected in their risk-weighted assets) under the auspices of this programme. Our results remain robust to different estimators (including propensity score matching), ownership structure, and alternative measures of bank stability.

Does bankruptcy law improve the fate of distressed firms? The role of credit channels

Journal of Corporate Finance 2021 68, 101836 open access
Growing financial failure at firm-level can have serious consequences for banks in terms of rising non-performing assets, in the absence of a strong bankruptcy system. Such a scenario in India made its dysfunctional insolvency system to be reformed, introducing the new Insolvency and Bankruptcy Code (IBC) in 2016. Using a panel of 33,845 Indian firms over the period of 2008–2019 and by employing a difference-in-differences approach, we investigate how the IBC has supported financially distressed firms in mitigating their intrinsic vulnerability during the post-IBC period, compared to their non-distressed counterparts. We find that through expanded credit availability and lower cost of debt financing during the post-IBC period, distressed firms are able to improve their performance relative to non-distressed firms. Furthermore, we provide evidence that the benefits stemming from the implementation of the IBC policy are more prominent for those financially distressed firms that are larger, younger and more collateralized. Our results are robust to a battery of tests and identification strategies. Our conclusions are relevant in contributing to the current academic and policy debates on safeguarding and preserving business performance and continuity under stressed scenarios.

Does easing access to foreign financing matter for firm performance?

Journal of Corporate Finance 2020 64, 101639 open access
The literature shows that rigid capital control policies adversely influence international trade, leading to external financial reforms in terms of greater cross-border access to financing, which, in turn, can stimulate aggregate productivity. However, the literature overlooks the relationships among access to external financing, firm-level productivity, and exporting performance. We fill this research gap by using a rich dataset of 11,612 Indian firms over the period 1988–2014 and study how a unique financial policy intervention affects firm performance. We establish a significant effect of capital-account liberalization through an export-oriented policy initiative on firms' productivity and, consequently, on their exporting activity. Finally, we find that the benefits of the policy reform are more pronounced for financially vulnerable firms characterized by either high debt or low liquidity.

An international forensic perspective of the determinants of bank CDS spreads

Journal of Financial Stability 2017 33, 60-70
Against the backdrop of the Great Recession, investigating the differences in institutional frameworks became important to explain the heterogeneity in the market perception about the credit quality and default risk of banks in different countries. Using data for 118 banks of 30 countries over the period 2004–2011, we find that an improvement of the quality of economic and legal institutions can help in reducing banks' CDS spreads, as banks operating in countries where the regulatory quality is stronger tend to be less affected by spikes in financial stress of 2008–2009. Considering a series of indicators of the financial structure of the banking system, our results reveal that more concentration of the banking sector, a stronger presence of foreign banks, a deterioration of the banking sector health or the lack of alternative means of finance is associated with higher CDS spreads of banks. We also show that the dynamics of bank CDS spreads accrue to: (i) the quality of banks’ balance sheet; (ii) (il)liquidity of banks’ assets; (iii) how profitable banks’ operations are; and (iv) the banks’ leverage ratios. Finally, higher CDS spreads of banks tend to be associated with periods of high inflation and low GDP growth.

Inclusive banking, financial regulation and bank performance: Cross-country evidence

Journal of Banking & Finance 2021 124, 106055 open access
This paper investigates whether inclusive banking can boost bank-level performance, using an international sample of 1,740 banks over the period 2004-2015. We find that there is a significant positive association between financial inclusion and bank efficiency. Greater financial inclusion helps banks in reducing the volatility of their deposit-funding share as it provides more stable long-term funds for banks, while also mitigating the adverse effects of their return volatility. The association is stronger in countries with limited restrictions on banking activities or more capital regulation stringency as the deposit channel enables greater flow of low-cost funds for high-return investments. The results are robust to instrumental variable analysis, multiple dimensions of financial inclusion (supply, demand, and pro-access policy), and a difference-in-differences estimator that exploits cross-country and temporal variations in actively promoting an inclusive agenda, further confirming that inclusive financial development can be beneficial for banks.

Bank credit risk and macro-prudential policies: Role of counter-cyclical capital buffer

Journal of Financial Stability 2022 63, 101084 open access
This paper investigates the impact of macro-prudential policy (proxied by the counter-cyclical capital buffer (CCyB)) on bank credit risk during uncertain times, as banking sector stability is crucial in promoting financial intermediation. Using a unique daily data set consisting of 4939 credit default swaps (CDS) of 70 banks from 25 countries over the period 2010–2019, we find that CCyB tightening decreases bank-level CDS spreads, while CCyB loosening increases CDS spreads. This heterogeneous effect of CCyB arises due to its asymmetric effect on the capital ratio (i.e., the equity-to-total assets ratio) of banks. Tightening CCyB significantly increases capital, whereas loosening CCyB does not impact capital. Thus, the risks that emanate from the banking sector during periods of heightened uncertainty and financial distress can be significantly dampened when CCyB regulation is enabled. Consequently, macro-prudential policies for banks to hold higher levels of capital during good times are justified to contain financial market risks during downturns.