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The diversification effects of volatility-related assets

Journal of Banking & Finance 2011 35(5), 1179-1189
We examine whether investors can improve their investment opportunity sets through the addition of volatility-related assets into various groupings of benchmark portfolios. By first analyzing the weekly returns of three VIX-related assets over the period 1996–2008 and then applying mean–variance spanning tests, we find that adding VIX-related assets does lead to a statistically significant enlargement of the investment opportunity set for investors. Our empirical findings are robust and have two implications. First, there is scope for the further development of financial products relating to volatility indexes. Second, hedge fund managers can utilize VIX futures contracts or VIX-squared portfolios to enhance their equity portfolio performance, as measured by the Sharpe ratio.

Media ownership, concentration and corruption in bank lending☆

Journal of Financial Economics 2011 100(2), 326-350 open access
Building on the pioneering study by Beck, Demirguc-Kunt, and Levine (2006), this study examines the effects of media ownership and concentration on corruption in bank lending using a unique World Bank data set covering more than 5,000 firms across 59 countries. We find strong evidence that state ownership of media is associated with higher levels of bank corruption. We also find that media concentration increases corruption both directly and indirectly through its interaction with media state ownership. In addition, we find that media state ownership and media concentration both accentuate the positive link between official supervisory power and lending corruption and attenuate the negative link between the regulations that empower private monitoring and corruption in lending. Media state ownership or media concentration also accentuates the positive link between banking concentration and corruption in lending. Furthermore, the links between media structure and corruption are more pronounced when the borrowing firm is privately owned.

Stress Testing Banks’ Digital Capabilities: Evidence from the COVID-19 Pandemic

Journal of Financial and Quantitative Analysis 2024 59(6), 2618-2646 open access
Banks’ information technology (IT) capabilities affect their ability to serve customers during the COVID-19 pandemic, which generates an unexpected and unprecedented shock that shifts banking services from in-person to digital. Amid mobility restrictions, banks with better IT experience larger reductions in physical branch visits and larger increases in website traffic, implying a larger shift to digital banking. Stronger IT banks are able to originate more Paycheck Protection Program loans to small business borrowers, especially in areas with more severe COVID-19 outbreaks, higher internet use, and higher bank competition. Those banks also attract more deposit flows and receive better mobile customer reviews during the pandemic.

State Controlling Shareholders and Payout Policy

Journal of Financial and Quantitative Analysis 2023 58(5), 1943-1972
We study the role of state controlling shareholders in corporate payout policy. The State Capital Operation Program in China requires parent central state-owned enterprises (CSOEs) to contribute part of their consolidated income to a new fiscal fund. We find that listed CSOEs, partially controlled by parent CSOEs, experience significant reductions in dividend payouts as the income-contribution ratio increases. The dividend reductions are concurrent with increases in intragroup resource transfers— listed CSOEs’ loans to, and commercial trades with, group peers. The program yields adverse consequences for listed CSOEs’ investment and employment, yet being mitigated by group-level dividend reductions.

The telegraph and modern banking development, 1881–1936

Journal of Financial Economics 2021 141(2), 730-749 open access
The telegraph was introduced to China in the late 19th century, a time when China also saw the rise of modern banks. Based on this historical context, this paper documents the importance of information technology in banking development. We construct a data set on the distributions of telegraph stations and banks across 287 prefectures between 1881 and 1936. The results show that the telegraph significantly expanded banks’ branch networks in terms of both number and geographic scope. The effect of the telegraph remains robust when we instrument it using proximity to the early military telegraph trunk.

Corporate ownership structure and the choice between bank debt and public debt

Journal of Financial Economics 2013 109(2), 517-534 open access
This article examines the relation between a borrowing firm's ownership structure and its choice of debt source using a novel data set on corporate ownership, control, and debt structures for 9,831 firms in 20 countries from 2001 to 2010. We find that the divergence between the control rights and cash-flow rights of a borrowing firm's largest ultimate owner has a significant negative impact on the firm's reliance on bank debt financing. In addition, we show that the control-ownership divergence affects other aspects of debt structure including debt maturity and security. Our results indicate that firms controlled by large shareholders with excess control rights may choose public debt financing over bank debt as a way of avoiding scrutiny and insulating themselves from bank monitoring.

Corporate ownership structure and bank loan syndicate structure

Journal of Financial Economics 2012 104(1), 1-22 open access
Using a novel data set on corporate ownership and control, we show that the divergence between the control rights and cash-flow rights of a borrowing firm's largest ultimate owner has a significant impact on the concentration and composition of the firm's loan syndicate. When the control-ownership divergence is large, lead arrangers form syndicates with structures that facilitate enhanced due diligence and monitoring efforts. These syndicates tend to be relatively concentrated and composed of domestic banks that are geographically close to the borrowing firms and that have lending expertise related to the industries of the borrowers. We also examine factors that influence the relation between ownership structure and syndicate structure, including lead arranger reputation, prior lending relationship, borrowing firm informational opacity, presence of multiple large owners, laws and institutions, and financial crises.

Ownership structure and the cost of corporate borrowing

Journal of Financial Economics 2011 100(1), 1-23 open access
This article identifies an important channel through which excess control rights affect firm value. Using a new, hand-collected data set on corporate ownership and control of 3,468 firms in 22 countries during the 1996–2008 period, we find that the cost of debt financing is significantly higher for companies with a wider divergence between the largest ultimate owner’s control rights and cash-flow rights and investigate factors that affect this relation. Our results suggest that potential tunneling and other moral hazard activities by large shareholders are facilitated by their excess control rights. These activities increase the monitoring costs and the credit risk faced by banks and, in turn, raise the cost of debt for the borrower.

Minimum Wage and Corporate Investment: Evidence from Manufacturing Firms in China

Journal of Financial and Quantitative Analysis 2022 57(1), 94-126
This article studies how minimum-wage policies affect capital investment using the industrial census of manufacturing firms in China, where minimum-wage policies vary across counties. Exploiting discontinuities in minimum-wage policy at county borders, we find that minimum wages increase capital investment. The investment response to minimum wages is stronger for firms that are labor intensive, that have more room for technological improvement, and that cannot sufficiently pass on labor costs to consumers. A natural experiment based on county jurisdictional changes further assures the causal relationship.

Directors' and officers' liability insurance and loan spreads

Journal of Financial Economics 2013 110(1), 37-60 open access
We analyze the effect of directors' and officers' liability insurance (D&O insurance) on the spreads charged on bank loans. We find that higher levels of D&O insurance coverage are associated with higher loan spreads and that this relation depends on loan characteristics in economically sensible ways and is attenuated by monitoring mechanisms. This association between loan spreads and D&O insurance coverage is robust to controlling for endogeneity (because both could be related to firm risk). Our evidence suggests that lenders view D&O insurance coverage as increasing credit risk (potentially via moral hazard or information asymmetry). Further analyses show that higher levels of D&O insurance coverage are associated with greater risk taking and higher probabilities of financial restatement due to aggressive financial reporting. While greater use of D&O insurance increases the cost of debt, we find some evidence that D&O insurance coverage appears to improve the value of large increases in capital expenditure for firms with better internal and external governance.