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Policy news and stock market volatility

Journal of Financial Economics 2026 175, 104187 open access
We use newspapers to create Equity Market Volatility (EMV) trackers at daily and monthly frequencies. Our headline EMV tracker moves closely with the VIX and the S&P500 returns volatility in and out of sample. We exploit the volume of newspaper text to construct forty category-specific EMV trackers. News about commodity markets, interest rates, real estate markets, aggregate activity, and inflation figure prominently in EMV articles. Policy news is another major source of market volatility: 30 % of EMV articles discuss tax policy, 30 % discuss monetary policy, and 25 % refer to some form of regulation. Combining our newspaper-based trackers with textual analysis of 10-K filings, we obtain monthly firm-level risk exposure measures. These measures help explain the cross-sectional structure of realized volatilities and its evolution over time, even after conditioning on firm and time fixed effects.

Corporate flexibility in a time of crisis

Journal of Financial Economics 2022 144(3), 780-806 open access
We use the COVID shock to study the direct and interactive effects of several forms of corporate flexibility on short- and long-term real business plans. We find that i) workplace flexibility, namely the ability for employees to work remotely, plays a central role in determining firms’ employment plans during the health crisis; ii) investment flexibility allows firms to increase or decrease capital spending based on their business prospects in the crisis, with effects shaped by workplace flexibility; and iii) financial flexibility contributes to stronger employment and investment, in particular when fixed costs are high. While the role of workplace flexibility is new to the COVID crisis, CFOs expect lasting effects for years to come: high workplace flexibility firms foresee continuation of remote work, stronger employment recovery, and shifting away from traditional capital investment, whereas low workplace flexibility firms rely more on automation to replace labor.

Corruption in bank lending to firms: Cross-country micro evidence on the beneficial role of competition and information sharing☆

Journal of Financial Economics 2009 91(3), 361-388
Building on the important study by Beck, Demirguc-Kunt, and Levine [2006. Bank supervision and corruption in lending. Journal of Monetary Economics 53, 2131-2163], we examine the effects of both borrower and lender competition as well as information sharing via credit bureaus/registries on corruption in bank lending. Using the unique World Bank data set (WBES) covering more than 4,000 firms across 56 countries with information on credit bureaus/registries, assembled by Djankov, McLiesh, and Shleifer [2007. Private credit in 129 countries. Journal of Financial Economics 84, 299–329], and bank regulation data collected by Barth, Caprio, and Levine [2006. Rethinking Bank Regulation: Till Angels Govern. Cambridge University Press, New York] to measure bank competition and information sharing, we find strong evidence that both banking competition and information sharing reduce lending corruption, and that information sharing also helps enhance the positive effect of competition in curtailing lending corruption. We also find that the ownership structure of firms and banks, legal environment, and firm competition all exert significant impacts on lending corruption.

Stress tests and small business lending

Journal of Financial Economics 2020 136(1), 260-279
Post-crisis stress tests have altered banks’ credit supply to small business. Banks most affected by stress tests reallocate credit away from riskier markets and toward safer ones. They also raise interest rates on small loans. Quantities fall most in high-risk markets where stress-tested banks own no branches, and prices rise mainly where they do. The results suggest that banks price the stress-test induced increase in capital requirements where they have local knowledge, and exit where they do not. Stress tests do not, however, reduce aggregate credit. Small banks seem to increase their share in geographies formerly reliant on stress-tested lenders.

Monetary policy transmission through the exchange rate factor structure

Journal of Financial Economics 2026 182, 104305 open access
We show that US monetary policy is transmitted internationally through the factor structure of exchange rates. Following an easing of monetary policy, investment funds sell safe and buy risky currencies. Global US banks, similarly, tilt their distribution of foreign loan origination toward currencies with greater systematic currency risk. The effects of monetary policy on currency flows and loans persist for several months and feed into the leverage and real investment decisions of firms and, in particular, those that operate using a high-risk currency. We conclude that the risk factor exposure of currencies is a significant channel through which we can understand the international transmission of US monetary policy.

The effects of credit default swap trading on information asymmetry in syndicated loans

Journal of Financial Economics 2017 126(2), 364-382
This study shows that initiation of credit default swap (CDS) trading for an entity's debt increases the share of loans retained by loan syndicate lead arrangers and increases loan spread. These findings are consistent with CDS initiation reducing the effectiveness of a lead arranger's stake in the loan to serve as a mechanism to address the adverse selection and moral hazard problems in the loan syndicate. Additional findings corroborate this interpretation by revealing a moderating effect for firms with greater transparency, for loans originated by a lead arranger with a strong reputation in this market, and for firms with relatively illiquid CDS markets.

Securities trading by banks and credit supply: Micro-evidence from the crisis

Journal of Financial Economics 2016 121(3), 569-594
We analyze securities trading by banks during the crisis and the associated spillovers to the supply of credit. We use a proprietary data set that has the investments of banks at the security level for 2005–2012 in conjunction with the credit register from Germany. We find that—during the crisis—banks with higher trading expertise (trading banks) increase their investments in securities, especially in those that had a larger price drop, with the strongest impact in low-rated and long-term securities. Moreover, trading banks reduce their credit supply, and the credit crunch is binding at the firm level. All of the effects are more pronounced for trading banks with higher capital levels. Finally, banks use central bank liquidity and government subsidies like public recapitalization and implicit guarantees mainly to support trading of securities. Overall, our results suggest an externality arising from fire sales in securities markets on credit supply via the trading behavior of banks.

The European Union, the Euro, and equity market integration

Journal of Financial Economics 2013 109(3), 583-603
We use industry valuation differentials across European countries to study the impact of membership in the European Union as well as the Eurozone on both economic and financial integration. In integrated markets, discount rates and expected growth opportunities should be similar within one industry, irrespective of the country, implying narrowing valuation differentials as countries become more integrated. Our analysis of the 1990–2007 period shows that membership in the EU significantly lowered discount rate and expected earnings growth differentials across countries. In contrast, the adoption of the Euro was not associated with increased integration. Our results do not change when the sample is extended to include the recent crisis period.