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Banking prudentials, leverage, and innovation partnership choice in China

Journal of Banking & Finance 2025 171, 107347 open access
In a theoretical context where innovators borrow loans or settle for state-owned enterprise (SOE) sponsorship for their projects, we examine the effects of banking prudential regulations and their interaction with corporate leverage on the patenting partnership choice in China using a unique matched patent-firm-bank loan dataset for 15,623 observations in the 2013–17 period. We use a unique instrumental variable (IV) strategy to identify idiosyncratic bank prudential reform shocks associated with the post-2012 Basel III regulation and find prudential metrics (corporate leverage) of the financiers (firms) to positively (negatively) influence SOE patenting partnership choice, though prudential regulation mitigates the latter. Prudential reforms therefore come at a cost of further SOE dominance. However, conditional on an innovation project being SOE sponsored, we find positive spillover effect from the SOE’s employment mandate to loan productivity. Our results are robust across different IV strategies, alternative measures, sub-sample and mechanism analyses.

Options trading, managerial risk-taking, and brand development

Journal of Banking & Finance 2025 170, 107319 open access
This study examines how options trading influences brand development strategies by encouraging managerial risk-taking. We find that firms with higher levels of options trading tend to introduce more new trademarks, which exhibit lower citation rates from subsequent trademarks. These firms favor brand creation over extension, leading to increased brand riskiness, as evidenced by greater trademark diversity. Potential channels for these effects include increased institutional ownership by transient investors and enhanced managerial hedging opportunities. These effects are more pronounced in firms with weaker governance, managers with higher pay-risk sensitivity, younger managerial teams, and intense competition. Additionally, we observe a negative relation between unrelated brand diversification, driven by options trading, and firm value. Our findings support the notion that active options markets incentivize managers to pursue riskier brand strategies.

A general option pricing framework for affine fractionally integrated models

Journal of Banking & Finance 2025 171, 107346 open access
This article studies the impact of fractional integration on volatility modelling and option pricing. We propose a general discrete-time pricing framework based on affine multi-component volatility models that admit ARCH( ∞ ) representations. This not only nests a large variety of option pricing models from the literature, but also allows for the introduction of novel covariance-stationary long-memory affine GARCH pricing models. Using an infinite sum characterization of the log-asset price’s cumulant generating function, we derive semi-explicit expressions for the valuation of European-style derivatives under a general variance-dependent stochastic discount factor. Moreover, we carry out an extensive empirical analysis using returns and S&P 500 options over the period 1996–2019. Overall, we find that once the informational content from options is incorporated into the parameter estimation process, the inclusion of fractionally integrated dynamics in volatility is beneficial for improving the out-of-sample option pricing performance. The largest improvements in the implied volatility root-mean-square errors occur for options with maturities longer than one year, reaching 28% and 18% when compared to standard one- and two-component short-memory models, respectively.

V-shapes

Journal of Banking & Finance 2025 179, 107521 open access
We present a methodology for detecting flash crashes by identifying short-term V-shaped price reversals. Our approach, based on drift burst test statistics, aligns with the SEC’s forensic definition of market access rule violations, highlighting its potential as a market surveillance tool. Flash crashes have become more frequent over the past decade and are typically accompanied by high volumes, high volatility, and an increase in odd-lot trades. They are more likely to occur following periods of high volumes, elevated price impact, low volatility, and heightened algorithmic activity.

Forecasting the realized variance in the presence of intraday periodicity

Journal of Banking & Finance 2025 170, 107342 open access
This paper examines the impact of intraday periodicity on forecasting realized volatility using a heterogeneous autoregressive model (HAR) framework. We show that periodicity inflates the variance of the realized volatility and biases jump estimators. This combined effect adversely affects forecasting. To account for this, we propose a periodicity-adjusted HAR model, HARP, where predictors are constructed from the periodicity-filtered data. We demonstrate empirically (using 30 stocks from various business sectors and the SPY for the period 2000–2020) and via Monte Carlo simulations that the HARP models produce significantly better forecasts across all forecasting horizons. We also show that adjusting for periodicity when estimating the variance risk premium improves return predictability.

Cybercrime on the ethereum blockchain

Journal of Banking & Finance 2025 175, 107419 open access
We examine how cybercrime impacts victims’ risk-taking and returns. The results from our difference-in-differences analysis of a sample of victim and matched non-victim investors on the Ethereum blockchain are in line with prospect theory and suggests that victims increase their long-term total risk-taking after losing part of their wealth, leading to lower risk-adjusted returns in the post-cybercrime period. Victims’ long-term total risk-taking increases because they increase diversifiable risk due to victims’ post-cybercrime withdrawal from altcoins. At the same time, the reduction in risk-adjusted returns correlates with increased trading activity and churn, due plausibly to managing cybercrime exposure. In the cross-section of Ethereum addresses, we show that the most affluent victims take a systematic approach to restore their pre-cybercrime wealth level, while the least affluent victims turn into gamblers. Finally, a parsimonious forensic model explains a good part of the addresses’ probability of being involved in cybercrime, on both the victim and the cybercriminal side.

Unspanned stochastic volatility in the linear-rational square-root model: Evidence from the Treasury market

Journal of Banking & Finance 2025 171, 107354 open access
This study examines the ability of the linear-rational square-root model to simultaneously capture cross-sectional and time-series dynamics of bond yields and their variances. The preferred model specification comprises five factors, two of which are not spanned by the yield curve, introducing unspanned stochastic volatility (USV). This specification provides a close in-sample fit to yields and yield variances, emphasizing the need for USV. Out-of-sample testing demonstrates low variance forecast errors. The specification provides evidence of USV in conditional yield variance and bond risk premia, linked to macroeconomic uncertainty.

Family firms in entrepreneurial finance: The case of corporate venture capital

Journal of Banking & Finance 2025 172, 107391 open access
We show that families are an engine of venturing activities: almost 30 percent of corporate venture capital (CVC) deals in the US from 2000 to 2017 originated from family firms. Family firms, primarily those led by family CEOs, orchestrate CVC activities differently than non-family firms: they syndicate more often and with more reputable investors, join larger syndicates, and make more proximate deals (geography- and industry-wise). This approach to corporate venturing maps into performance results: family CVC-backed ventures exhibit a higher likelihood of successful exit. Collectively, our results shed light on the important, and largely unexplored, role of family firms in CVC.

Debt restructuring with multiple bank relationships

Journal of Banking & Finance 2025 178, 107503 open access
When the debt of firms in distress is dispersed, a restructuring agreement may be difficult to reach because of free riding. We develop a repeated game in which banks come across each other frequently, and can threaten a punishment in case of free riding. As the number of lending banks grows, the chance of meeting again a bank and of being punished for free riding increases, improving the likelihood of cooperation. Looking at Italian firms in distress, we find that the estimated restructuring probability, as well as the probability of a positive outcome of financial distress, increases with the number of banks up to a threshold beyond which coordination problems prevail.

Financial development and the effectiveness of macroprudential and capital flow management measures

Journal of Banking & Finance 2025 178, 107504 open access
Using quarterly data on macroprudential policy (MaPP) measures and capital flow management measures (CFMs) in 39 economies over 2000–2020, we analyse how domestic credit and cross-border capital flows respond to such measures. We distinguish price- and quantity-based MaPP measures and CFMs, and examine if the level of financial development matters in explaining policy effectiveness. Tightening MaPP measures significantly reduce household credit when the level of financial development is relatively low, and this is driven more by price-based MaPP measures. Also, price- and quantity-based CFMs slow down bank inflows with the former effective at relatively low levels of financial development and the latter at relatively high levels. Finally, we present evidence on leakages associated with quantity-based measures. Tightening quantity-based CFMs increases offshore bond issuance when the level of financial development is relatively low, while tightening quantity-based MaPP measures increase bank and bond inflows when financial development is relatively high.