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A Cognitive Hierarchy Model of Games

Quarterly Journal of Economics 2004 119(3), 861-898 open access
Players in a game are “in equilibrium” if they are rational, and accurately predict other players' strategies. In many experiments, however, players are not in equilibrium. An alternative is “cognitive hierarchy” (CH) theory, where each player assumes that his strategy is the most sophisticated. The CH model has inductively defined strategic categories: step 0 players randomize; and step k thinkers best-respond, assuming that other players are distributed over step 0 through step k - 1. This model fits empirical data, and explains why equilibrium theory predicts behavior well in some games and poorly in others. An average of 1.5 steps fits data from many games.

The dynamism of partially state-owned enterprises in East Asia

Journal of Corporate Finance 2021 68, 101951 open access
We examine the nature of state blockholding across publicly listed firms in East Asia by assembling a unique dataset spanning 16 years and 9 economies. Our newly compiled data identifies ultimate owners for each firm annually between 1997 and 2012, totaling 2984 firm-year observations. Three findings stand out. First, large changes (>5%) to state blockholdings – both investments and divestments – are quite prevalent. Second, the identity of the largest shareholder frequently changes over time between state, family, and widely-held entities. Third, sovereign wealth funds are far more likely to acquire rather than sell large stakes in publicly traded firms.

Implied Equity Duration: A Measure of Pandemic Shutdown Risk

Journal of Accounting Research 2021 59(1), 243-281 open access
Implied equity duration was originally developed to analyze the sensitivity of equity prices to discount rate changes. We demonstrate that implied equity duration is also useful for analyzing the sensitivity of equity prices to pandemic shutdowns. Pandemic shutdowns primarily impact short‐term cash flows, thus they have a greater impact on low‐duration equities. We show that implied equity duration has a strong positive relation to U.S. equity returns and analyst forecast revisions during the onset of the 2020 COVID‐19 shutdown. Our analysis also demonstrates that the underperformance of “value” stocks during this period is a rational response to their lower durations.

NAIRU Uncertainty and Nonlinear Policy Rules

American Economic Review 2001 91(2), 226-231 open access
Meyer (1999) has suggested that episodes of heightened uncertainty about the NAIRU may warrant a nonlinear policy response to changes in the unemployment rate. This paper offers a theoretical justification for such a nonlinear policy rule, and provides some empirical evidence on the relative performance of linear and nonlinear rules when there is heightened uncertainty about the NAIRU.

Climate Risk Disclosure and Institutional Investors

Review of Financial Studies 2023 36(7), 2617-2650 open access
Through a survey and analyses of observational data, we provide systematic evidence that institutional investors value and demand climate risk disclosures. The survey reveals the investors have a strong demand for climate risk disclosures, and many actively engage their portfolio firms for improvements. Empirical analyses of holdings data corroborate this evidence by showing a significantly positive association between climate-conscious institutional ownership and better firm-level climate risk disclosure. We establish further evidence of institutional investors’ influence on firms’ climate risk disclosures by examining a shock to the climate risk disclosure demand of French institutional investors (French Article 173).

Did connected hedge funds benefit from bank bailouts during the financial crisis?

Journal of Banking & Finance 2019 107, 105605 open access
We examine whether connected hedge funds (i.e. those that are prime-brokerage clients of bailout banks) benefited from bailout programs initiated in seven countries during the 2007–2009 financial crisis. We find that being connected to a bailout bank is generally beneficial for hedge funds in that it lowers the rate of fund failure. However, this benefit becomes smaller during the post bailout period, for example, due to the greater risk-taking and higher leverage of such funds subsequent to bailouts. As such, our findings provide support for the moral hazard hypothesis.

Can investors time their exposure to private equity?

Journal of Financial Economics 2021 139(2), 561-577 open access
Private equity performance, both for buyouts and venture capital, has been highly cyclical: periods of high fundraising have been followed by periods of low performance. Despite this seemingly predictable variation, we find modest gains, at best, to pursuing realistic, investable strategies that time capital commitments to private equity. This occurs, in part, because investors can only time their commitments to funds; they cannot time when commitments are called or when investments are exited. There is a high degree of time-series correlation in net cash flows even across commitment strategies that allocate capital in a very different manner over time.

All Clear for Takeoff: Evidence from Airports on the Effects of Infrastructure Privatization

Review of Financial Studies 2026 open access
We study privatization and corporate ownership in transportation infrastructure, focusing on global airports. Privatization in general does not improve performance. However, private equity (PE) ownership has strong and persistent positive effects on efficiency, volume, and quality, with positive externalities for the local economy. We address selection using close auctions where PE and non-PE firms bid. PE funds expand physical capacity and encourage larger planes while adding low-cost carriers and international routes. They are especially effective in countries with more corruption or state-owned flag carriers. In contrast, the poorer performance of non-PE acquirers may reflect private benefits and historical state ties.

Global Political Uncertainty and Asset Prices

Review of Financial Studies 2020 33(4), 1737-1780 open access
We show that global political uncertainty, measured by the U.S. election cycle, on average, leads to a fall in equity returns in fifty non-U.S. countries. At the same time, market volatilities rise, local currencies depreciate, and sovereign bond returns increase. The effect of global political uncertainty on equity prices increases with the level of uncertainty in U.S. election outcomes and a country’s equity market exposure to foreign investors, but does not vary with the country’s international trade exposure. These findings suggest that global political uncertainty increases investors’ aggregate risk aversion, leading to a flight to safety.

Un-Nudging Pay Gaps: The Role of Pay Raise Budget Framing

The Accounting Review 2026 101(2), 281-311 open access
Pay gaps, like gender or racial gaps, violate the widely held belief that employees should receive equal pay for equal work. This study examines whether a common control choice—framing pay raise budgets in percentages—contributes to perpetuating pay gaps. We predict that when the pay raise budget is framed as a percentage (the percentage frame), it inadvertently nudges managers to anchor individual raises on that budget percentage, thereby impounding prior salaries, and thus, existing inequities, into pay raises. We further predict that framing the pay raise budget as an absolute amount (the dollar frame) can un-nudge this behavior. As expected, we find in two experiments that the dollar frame perpetuates pay gaps less than the percentage frame, and that this difference is robust to varying levels of ambiguity about the source of salary differences. Our study examines a simple, cost-effective way to limit the perpetuation of pay gaps. Data Availability: Contact the authors.