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Executive Compensation Incentives Contingent on Long-Term Accounting Performance

Review of Financial Studies 2016 29(6), 1586-1633
The percentage of S&P 500 firms using multiyear accounting-based performance (MAP) incentives for CEOs increased from 16.5% in 1996 to 43.3% in 2008. The use and design of MAP incentives depend on the signal quality of accounting versus stock performance, shareholder horizons, strategic imperatives, and board independence. After the technology bubble, option expensing, and the publicity of option backdating, firms increasingly use stock-based MAP plans to replace options, resulting in changes in pay structure, but not in pay level. While firms respond to the evolving contracting environment, they consider firm characteristics and shareholder preferences and do not blindly follow the trend.

Post-Earnings-Announcement Drift in Global Markets: Evidence from an Information Shock

Review of Financial Studies 2015 28(4), 1242-1283
We investigate whether and how an exogenous and unprecedented improvement in non-U.S. firms' financial-reporting quality affects post-earnings-announcement drift (PEAD). We find that PEAD declines after the information shock, and this decrease is more pronounced for firms with fewer concurrent earnings announcements, greater institutional holdings, and lower limits to arbitrage. In addition, the decrease in PEAD is driven by firms with greater changes in financial reporting, an increase in analyst forecast accuracy and institutional ownership, and a decrease in limits to arbitrage. These findings support the mispricing explanation of PEAD, in particular the limited attention hypothesis, in an international setting.

Inter-Firm Inventor Collaboration and Path-Breaking Innovation: Evidence From Inventor Teams Post-Merger

Journal of Financial and Quantitative Analysis 2023 58(3), 1144-1171 open access
Using a large and novel data set over the period of 1976 to 2019 tracking inventors’ career paths following mergers and acquisitions, we show that collaboration between acquirer and target inventors post-merger is associated with more path-breaking patents than those filed by either acquirer or target inventor-only teams. We further show that such collaboration is more important in improving acquirers’ innovation capabilities than hiring target inventors and knowledge spillovers. Finally, we show that recombining tacit knowledge embodied in the human capital of acquirer and target inventors is likely the mechanism. We conclude that inter-firm inventor collaboration is one key means for achieving synergies.

New Evidence on the Financialization of Commodity Markets

Review of Financial Studies 2015 28(5), 1285-1311
This paper uses a novel dataset of commodity-linked notes (CLNs) to examine the impact of the flows of financial investors on commodity futures prices. Investor flows into and out of CLNs are passed to and withdrawn from the futures markets via issuers' trades to hedge their CLN liabilities. The flows are not based on information about futures price movements but nonetheless cause increases and decreases in commodity futures prices when they are passed through to and withdrawn from the futures markets. These finding are consistent with the hypothesis that non-information-based financial investments have important impacts on commodity prices.

A New Look at the Monday Effect.

Journal of Finance 1997 52(5), 2171-86
It is well documented that expected stock returns vary with the day of the week (the Monday or weekend effect). In this article, the authors show that the well-known Monday effect occurs primarily in the last two weeks (fourth and fifth weeks) of the month. In addition, the mean Monday return of the first three weeks of the month is not significantly different from zero. This result holds for most of the subperiods during the 1962-93 sampling period and for various stock return indexes. The monthly effect reported by Robert A. Ariel (1987) and Josef Lakonishok and Seymour Smidt (1988) cannot fully explain this phenomenon.

Privatization and Risk Sharing: Evidence from the Split Share Structure Reform in China

Review of Financial Studies 2011 24(7), 2499-2525
[We study the share privatization process in China to investigate whether and how the removal of market frictions is associated with efficiency gains. Prior to the reform, domestic A-shares were divided into tradable and non-tradable shares. As a result of the reform, holders of non-tradable shares compensated holders of tradable shares in order to make their shares tradable. We show that size is positively associated with both the gain in risk sharing and the price impact of more shares coming on the market as a result of the reform. Our study highlights the role of risk sharing in China's share issue privatization process.]

Shadow banking of non-financial firms: Arbitrage between formal and informal credit markets in China

Journal of Financial Intermediation 2023 55, 101032
In China's credit markets with financial repression, state-controlled non-financial firms (SOEs) are privileged in gaining access to bank credit, while non-SOEs, especially those small- and medium-sized firms, are disadvantaged. Corporate re-lending emerges as a response wherein the former secure bank loans and then re-lend to the latter. We document the characteristics of inter-corporate loans from a sample of legal cases. We employ four empirical strategies to conduct a forensic study of re-lending by detecting abnormal relations between financial accounts of listed firms. State-controlled companies conduct more re-lending, and firms with better growth opportunities, stronger corporate governance, and more financial constraints engage less. We compare re-lending with entrusted loans and find that firms extending nonaffiliated entrusted loans conduct re-lending actively, while firms offering affiliated entrusted loans do not. We also compare inter-corporate loans with micro-credit company loans in a review of legal cases.

The gender effects of COVID: evidence from equity analysts

Review of Accounting Studies 2025 30(2), 1683-1715 open access
We use COVID-19 and sell-side analysts as an experiment to study the effects of gender on labor productivity. We find that the forecast accuracy of female analysts declined more than that of male analysts, especially when schools were closed and among analysts who were more likely to have young children, were inexperienced, were busier, or lived in southern states of the US. Relative to male analysts, females also reduced their forecast timeliness and resorted to more heuristic forecasts but did not reduce coverage or updating frequency. Relative to pre pandemic, female analysts’ careers were more negatively affected than male analysts’. Overall, our results show that the pandemic impacted female analysts more than males through the quality of their forecasts but not the quantity.