{"title":"Lending relationships and boom–bust cycles","authors":"Vivek Sharma","doi":"10.1016/j.jfs.2026.101511","DOIUrl":"10.1016/j.jfs.2026.101511","url":null,"abstract":"<div><div>Most of the macroeconomics and finance literature has focussed on sentiments, learning or news shocks to explain boom–bust cycles, while ramifications of widely-documented bank-firm credit ties have not been examined for these economic fluctuations. In this paper, I build a macroeconomic model in which banks have lending relationships with their borrowers and a credit expansion – defined as an increase in loans relative to deposits or a jump in loan-to-deposit (LTD) ratio which I call a credit shock – generates boom–bust patterns in key macroeconomic aggregates. These effects are increasing in the intensity and persistence of lending relationships and are larger at higher LTD ratios and increased persistence of the credit shock. This paper highlights how lending ties interact with an expansion in credit to generate boom–bust cycles without relying on behavioral biases (such as optimism or pessimism) and how the initial expansion sows the seeds of the subsequent recession, even in the absence of any additional shocks.</div></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":"83 ","pages":"Article 101511"},"PeriodicalIF":4.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146174393","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Biases in investor-paid credit ratings","authors":"Jianfu Shen , Gaiyan Zhang , Zunxin Zheng","doi":"10.1016/j.jfs.2026.101501","DOIUrl":"10.1016/j.jfs.2026.101501","url":null,"abstract":"<div><div>Using data from Egan-Jones Ratings (EJR), an investor-paid agency, we find an asymmetric rating bias: optimistic for high-quality firms and conservative for low-quality firms compared to issuer-paid agencies (S&P and Moody’s). This bias varies with information uncertainty and investor clientele, with higher ratings for firms with greater institutional ownership and more conservative ratings for firms with higher uncertainty. Conservative ratings lead to false warnings and rating instability, while optimism causes missed defaults. Our results challenge the view that investor-paid models are less biased, showing how business models interact with information environment and client incentives to influence rating behavior.</div></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":"83 ","pages":"Article 101501"},"PeriodicalIF":4.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146025938","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Julian A. Parra-Polania , Constanza Martinez-Ventura
{"title":"Optimal CBDC design: A model with two access mechanisms and the role of anonymity","authors":"Julian A. Parra-Polania , Constanza Martinez-Ventura","doi":"10.1016/j.jfs.2026.101516","DOIUrl":"10.1016/j.jfs.2026.101516","url":null,"abstract":"<div><div>This paper analyzes the optimal design of central bank digital currencies (CBDCs). To this end, we build a model in which households freely choose among four types of money — cash, deposits, and two forms of CBDC (account-based and token-based) differing in their degrees of anonymity and remuneration. Users are heterogeneous in their preferences for privacy and security, giving rise to trade-offs in CBDC design. We derive closed-form expressions for the optimal CBDC design parameters and characterize the resulting equilibrium. Our results show that when the central bank distributes both types of CBDC directly, it is optimal to set their remuneration to zero and differentiate them solely by their position along the anonymity-security spectrum. A higher value added from bank intermediation leads the central bank to design CBDCs with greater anonymity to limit deposit disintermediation. We also consider an alternative scenario where the account-based CBDC is managed by commercial banks and used for lending and find that only a modest degree of bank intermediation value is needed for this arrangement to improve welfare. Our findings provide policy-relevant insights into how to design and implement CBDCs that preserve financial stability while accommodating users’ heterogeneous preferences.</div></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":"83 ","pages":"Article 101516"},"PeriodicalIF":4.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147398624","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Enough liquidity with enough capital—and vice versa?","authors":"Hans Gersbach , Hans Haller , Sebastian Zelzner","doi":"10.1016/j.jfs.2026.101513","DOIUrl":"10.1016/j.jfs.2026.101513","url":null,"abstract":"<div><div>We study the interplay of capital and liquidity regulation, focusing on future funding risks. Our model features a banking sector with access to long-term illiquid investment opportunities, financed through short-term debt and equity issuance. The reliance on refinancing midway through the investment cycle is risky, as future investors may withhold funding if return prospects deteriorate. We derive two main findings. First, when liquidity shortfalls are rooted in concerns about future solvency, optimal capital regulation directly addresses the underlying fragility and renders liquidity regulation redundant. Second, in the absence of sufficient capital buffers, liquidity regulation can act as a partial substitute by stabilizing the bank’s asset side and improving resilience to shocks.</div></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":"83 ","pages":"Article 101513"},"PeriodicalIF":4.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147398625","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Predictive multiplicity, procedural multiplicity, and heterogeneous machine learning ensembles in recovery rate forecasting","authors":"Martin T. Hibbeln , Raphael M. Kopp , Noah Urban","doi":"10.1016/j.jfs.2026.101510","DOIUrl":"10.1016/j.jfs.2026.101510","url":null,"abstract":"<div><div>Machine learning (ML) could strengthen banks’ resilience through improved credit risk screening and ultimately benefit financial stability. Yet, ML adoption in banking remains limited, with simpler linear models still predominating. We argue that the emergence of highly flexible ML models has created a new challenge for forecasting tasks: ‘model multiplicity’—where equally accurate ML models at the aggregate level produce divergent individual-level predictions (‘predictive multiplicity’) or differ in their decision surfaces (‘procedural multiplicity’). These issues raise fundamental questions: Why should an individual or firm be subject to an adverse credit risk model outcome when there is an equally accurate model that treats them more favorably? Using the world’s largest loss database of corporate defaults, we examine these two phenomena in recovery rate (<em>RR</em>) modeling and propose heterogeneous ML ensembles as a natural solution. By combining predictions and decision surfaces from multiple well-performing ML models, ensembles mitigate risks associated with predictive multiplicity by ensuring that borrowers are not subject to the fluctuations of a single model, and reduce procedural multiplicity by providing a robust measure of features that ultimately improve out-of-sample <em>RR</em> predictions. By addressing the ‘multiplicity of good models’ problem, our study emphasizes the importance of model stability and provides new insights for the future development of ML models.</div></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":"83 ","pages":"Article 101510"},"PeriodicalIF":4.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146174392","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Learning, externality, and optimal financial regulation","authors":"Deepal Basak , Yunhui Zhao","doi":"10.1016/j.jfs.2026.101517","DOIUrl":"10.1016/j.jfs.2026.101517","url":null,"abstract":"<div><div>Periods of financial tranquility raise a fundamental regulatory dilemma: do they signal dangerous complacency or genuine resilience? We develop a dynamic model in which rational investors and policymakers learn over time about systemic fragility. Investors’ risk-taking creates an externality they fail to internalize, and learning amplifies this inefficiency. We derive an economically intuitive Sufficient Convexity Condition (SCC) that determines the optimal direction of macroprudential policy—to tighten if the “risk-taking effect” dominates, and to loosen if the “resilience effect” dominates, deviating from purely countercyclical rules. Our concrete economic example further shows that the SCC’s validity is an empirical question to be assessed on a case-by-case basis, varying across financial systems and asset classes. This challenges the prevailing view that prolonged stability always warrants more regulation. Our framework extends to environments with Markov-switching fundamentals and underscores the risk of misguided deregulation or overregulation. Our paper implies that policymakers should not only consider the cyclical indicators “on the surface” (for example, credit growth), but also closely examine the deep structural change of the resilience of the system. The paper also highlights the importance of delegating the macroprudential authority to independent agencies with technical expertise that allows them to gauge the underlying true resilience of the system.</div></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":"83 ","pages":"Article 101517"},"PeriodicalIF":4.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147398627","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Diversification or distortion? The role of ETFs in retail investor portfolios and performance","authors":"Zheng Wu, P. Joakim Westerholm, Zhen Wang","doi":"10.1016/j.jfs.2026.101514","DOIUrl":"10.1016/j.jfs.2026.101514","url":null,"abstract":"<div><div>We examine how ETF adoption affects retail investor performance using a comprehensive panel of 524,181 Finnish investors tracked from 2007 to 2022. ETF adopters tend to be older, predominantly male, and more active, holding smaller but better-diversified portfolios. Importantly, first-time use of ETFs yields statistically significant improvements in risk-adjusted returns. ETF users also demonstrate greater portfolio resilience during financial crises. Our findings confirm that ETFs serve as effective tools for enhancing performance and managing risk for retail investors.</div></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":"83 ","pages":"Article 101514"},"PeriodicalIF":4.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147398629","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Chrysovalantis Gaganis , George N. Leledakis , Fotios Pasiouras , Emmanouil G. Pyrgiotakis
{"title":"Social capital and stock price crash risk: cross-country evidence","authors":"Chrysovalantis Gaganis , George N. Leledakis , Fotios Pasiouras , Emmanouil G. Pyrgiotakis","doi":"10.1016/j.jfs.2026.101499","DOIUrl":"10.1016/j.jfs.2026.101499","url":null,"abstract":"<div><div>We use a comprehensive cross-country sample to investigate whether and how the country-level social capital influences the firm-level stock price crash risk. We document a negative and statistically significant effect, which is robust to various tests including IV estimations that account for endogeneity concerns. When we disaggregate social capital into its various components, we find that the results are driven by civic and social participation, institutional trust, and family relationships, whereas social networks and interpersonal trust do not appear to matter. Furthermore, we find that the impact of social capital is channeled through firm-level reporting opacity and price informativeness. Finally, the impact of social capital, including most of its components, is moderated by formal institutions, like property rights and law and order.</div></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":"83 ","pages":"Article 101499"},"PeriodicalIF":4.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145996552","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Andreea Maura Bobiceanu , Simona Nistor , Steven Ongena
{"title":"Banks’ stock market reaction to prudential policy announcements: The role of central bank independence and financial stability sentiment","authors":"Andreea Maura Bobiceanu , Simona Nistor , Steven Ongena","doi":"10.1016/j.jfs.2026.101512","DOIUrl":"10.1016/j.jfs.2026.101512","url":null,"abstract":"<div><div>We leverage differences in central bank independence and financial stability sentiment across countries to investigate the variability in banks’ stock market reactions to prudential policy announcements during the COVID-19 crisis. Our findings reveal that the relaxation of both macro- and micro-prudential policies leads to negative cumulative abnormal returns (CARs), the reaction being attenuated in countries where the central bank is more independent or communicates deteriorations in financial stability. The CARs around the announcement dates are 0.75 percentage points (pp) and 6.89 pp higher for macro- and micro-prudential policy announcements, respectively, in countries with greater central bank independence compared to those with lesser independence. The difference is approximately 3.73 pp and 5.65 pp between banks located in countries where the central bank communicates a negative sentiment about financial stability, compared to those where a positive sentiment is conveyed. The positive impact of higher degrees of central bank independence and deteriorations in financial stability sentiment on bank market valuation is enhanced for smaller banks, as well as for banks in countries with greater fiscal flexibility and a higher prevalence of privately owned banks. (181 words)</div></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":"83 ","pages":"Article 101512"},"PeriodicalIF":4.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147398626","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Shaker Ahmed , Jens Hagendorff , Timothy King , Abhishek Srivastav
{"title":"A safe pair of hands? Bank CEO career experience and acquisition performance","authors":"Shaker Ahmed , Jens Hagendorff , Timothy King , Abhishek Srivastav","doi":"10.1016/j.jfs.2026.101500","DOIUrl":"10.1016/j.jfs.2026.101500","url":null,"abstract":"<div><div>We use the staggered deregulation of interstate banking in the U.S. to show that CEOs who have gained career experience at multiple banks are more likely to pursue acquisitions when competition intensifies. Acquisitions completed by these CEOs perform better than those led by CEOs whose career experience is confined to a single institution. Analyzing the sources of performance gains, we find that CEOs with greater across-bank experience are more effective at identifying and integrating dissimilar targets. Our findings cannot be explained by other formative CEO experiences or a CEO general ability. The results highlight the importance of externally versus internally acquired experience in explaining how managers respond to a competitive shock.</div></div>","PeriodicalId":48027,"journal":{"name":"Journal of Financial Stability","volume":"83 ","pages":"Article 101500"},"PeriodicalIF":4.2,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146025939","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}