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An Evaluation of Alternative Multiple Testing Methods for Finance Applications

The Review of Asset Pricing Studies 2020 10(2), 199-248 open access
In almost every area of empirical finance, researchers confront multiple tests. One high-profile example is the identification of outperforming investment managers, many of whom beat their benchmarks purely by luck. Multiple testing methods are designed to control for luck. Factor selection is another glaring case in which multiple tests are performed, but numerous other applications do not receive as much attention. One important example is a simple regression model testing five variables. In this case, because five variables are tried, a t-statistic of 2.0 is not enough to establish significance. Our paper provides a guide to various multiple testing methods and details a number of applications. We provide simulation evidence on the relative performance of different methods across a variety of testing environments. The goal of our paper is to provide a menu that researchers can choose from to improve inference in financial economics. (JEL G0, G1, G3, G5, M4, C1)

Efficiency and Equilibrium in Network Games: An Experiment

The Review of Economics and Statistics 2023 105(6), 1515-1529 open access
The tension between efficiency and equilibrium is a central feature of economic systems. We examine this tradeoff in a network game with a unique Nash equilibrium in which agents can achieve a higher payoff by following a “collaborative norm.” Subjects establish and maintain a collaborative norm in the circle, but the norm weakens with the introduction of one hub connected to everyone in the wheel. In complex and asymmetric networks of 15 and 21 nodes, the norm disappears and subjects' play converges to Nash. We provide evidence that subjects base their decisions on their degree, rather than the overall network structure.

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.]

Dynamic Bank Expansion: Spatial Growth, Financial Access, and Inequality

Journal of Political Economy 2023 131(8), 2209-2275
We propose a model with local spatial markets and heterogeneous agents to understand and evaluate the geographic expansion of bank branches after banking deregulation in Thailand. The model features heterogeneity in financial frictions across regions, with the costs of accessing credit and deposits depending on the distance from the nearest branch. Disciplined by micro estimates of the effects of branch openings, the model reproduces salient regional and aggregate patterns concerning occupational choice, financial access, and inequality. We apply the model to study two counterfactual financial sector policies in distant markets, one subsidizing branches and the other subsidizing household deposits.

How does credit risk affect cost management strategies? Evidence on the initiation of credit default swap and sticky cost behavior

Journal of Corporate Finance 2023 80, 102401 open access
In this paper, we examine the effect of credit defaults swaps (CDS) initiation on reference firms' cost management strategies. CDS contracts provide insurance protection for creditors, inducing a shift in bargaining power from borrowers to creditors and an excessive incidence of bankruptcy. Anticipating more intransigent creditors in debt renegotiations and higher bankruptcy risk, CDS firms are incentivized to mitigate risk through decreasing cost stickiness after CDS initiation, as cost stickiness lowers liquidity and triggers early covenant violations. We find that, on average, CDS initiation is associated with a decline in reference firms' cost stickiness. This association is more pronounced for less liquid, financially distressed, and lower credit quality firms. We also find that CDS firms with a reduction in cost stickiness will exhibit lower future bankruptcy risk than CDS firms without such as reduction in stickiness. Collectively, our findings suggest that the CDS-induced “empty creditor problem” causes reference firms to undertake more conservative cost management practices to alleviate downside risk.

Economic consequences of managerial compensation contract disclosure

Journal of Accounting and Economics 2022 73(2-3), 101489 open access
We analytically study the economic consequences of the disclosure of managerial compensation contracts in a setting where two firms, by designing compensation contracts for their respective managers, compete for a new investment opportunity. Each manager is privately informed about her firm's profitability from this investment. We find that the disclosure leads to firms' emphasizing short-term stock performance in their managers' contracts. This, in turn, induces managers to signal favorable private information via myopic overinvestment, which deters rival firms' investments and gains their own firms a competitive edge. Nonetheless, such strategic use of compensation contracts is absent when the contracts are not disclosed; under this regime, equilibrium contracts only focus on long-term outcomes. Moreover, while disclosure-mandate-induced managerial myopia erodes firm profits, it may benefit consumer and social welfare. Our theory illuminates the economic consequences of the Compensation Discussion and Analysis (CD&A) disclosure implemented in 2006.