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Momentum and Reversal: Does What Goes Up Always Come Down?

Review of Finance 2017 21(2), 555-581
The stocks in a momentum portfolio, which contribute to momentum profits, do not experience significant subsequent reversals. Conversely, stocks that do not contribute to momentum profits over the intermediate horizon exhibit subsequent reversals. Merging these separate securities into a single portfolio causes momentum and reversal patterns to appear linked. Stocks with momentum can be separated from those that exhibit reversal by sorting on size and book-to-market equity ratio. Controlling for proxies for behavioral biases, market illiquidity, and macroeconomic factors does not affect our results.

Universal Child Care, Maternal Employment, and Children’s Long-Run Outcomes: Evidence from the US Lanham Act of 1940

Journal of Labor Economics 2017 35(2), 519-564
This paper analyzes the US Lanham Act of 1940, a heavily subsidized and universal child care program administered during World War II. I first estimate its impact on maternal employment using a triple-differences model. I find that employment increased substantially following the introduction of the program. I then study children’s long-run labor market outcomes. Using Census data from 1970 to 1990, I assess well-being in a life-cycle framework by tracking cohorts of treated individuals throughout their prime working years. Results from difference-in-differences models suggest the program had persistent positive effects, with the largest benefits accruing to the most economically disadvantaged adults.

Religion and mergers and acquisitions contracting: The case of earnout agreements

Journal of Corporate Finance 2017 42, 221-246
This paper contributes to the growing literature on the effect of religion on corporate decision making. We posit that contingent payment in mergers and acquisitions not only violates Islamic law but also results in several agency issues by creating an incentive for managers to participate in long-term value-destroying behavior during earnout periods. Our empirical results, using regression as well as difference-in-difference estimation, show that target managers significantly manage earnings upward by cutting discretionary expenses during earnout periods. As compared to a sample of matched non-earnout M&A, acquisitions with earnout clauses are followed by significantly lower long-term abnormal returns. Our arguments and results have significant economic and legal consequences on cross-border M&A and could be used to facilitate worldwide economic integration.

Pricing and Mispricing of Accounting Fundamentals in the Time‐Series and in the Cross Section

Contemporary Accounting Research 2017 34(3), 1378-1417
This study examines the extent to which parsimonious and general cross‐sectional valuation models, restricted to include only publicly available historical accounting information, explain share prices in the cross section, identify periods when market mispricing may be more pervasive, and also identify which shares within those cross sections are more likely to be mispriced. Our model simply includes historical book value, earnings, dividends, and growth, but it explains on average over 60 percent of the cross‐sectional variation in share prices in annual estimations across 1975–2011. We also examine the extent to which the residuals indicate mispricing. The quintile of stocks picked by our model as most likely underpriced outperform the quintile of stocks picked as most likely overpriced by an average of 9.9 percent over the following 12 months, after controlling for size. We also predict and find that value residuals are better predictors of future abnormal returns: (i) among firms that are not covered by analysts; (ii) among firms that face fewer accounting measurement challenges; and (iii) when we estimate value model parameters by industry/year. We also predict and find our approach works better in periods when the mapping of fundamentals into prices is weaker. This study contributes a novel and straightforward approach to map accounting fundamentals into share prices in order to identify mispricing in time‐series and in the cross section.

Not all emerging markets are the same: A classification approach with correlation based networks

Journal of Financial Stability 2017 33, 163-186
Using dynamic conditional correlations and network theory, this study brings a novel interdisciplinary framework to define the integration and segmentation of emerging countries. The individual EMBI+ spreads of 13 emerging countries from January 2003 to December 2013 are used to compare their interaction structure before (phase 1) and after (phase 2) the global financial crisis. Accordingly, the unweighted average of dynamic conditional correlations between cross country bond returns significantly increases in phase 2. At first glance, the increased co-movement degree suggests an integration of the sample countries after the crisis. However, using correlation based stable networks, we show that this is not enough to make such a strong conclusion. In particular, we reveal that the increased average correlation is more likely to be caused by clusters of countries that exhibit high within-cluster co-movement but not between-cluster co-movement. Potential reasons for the post-crisis segmentation and important implications for international investors and policymakers are discussed.

Learning, Termination, and Payout Policy in Dynamic Incentive Contracts

Review of Economic Studies 2017 84(1), 182-236
We study a principal–agent setting in which both sides learn about future profitability from output, and the project can be abandoned/terminated if profitability is too low. With learning, shirking by the agent both reduces output and lowers the principal’s estimate of future profitability. The agent can exploit this belief discrepancy and earn information rents, reducing his incentives to exert effort. The optimal contract controls information rents to improve incentives by distorting the termination decision. Our results capture the transition from a young, financially constrained firm to a mature firm that pays dividends. For young firms, poor performance permanently raises the termination threshold, as doing so lowers information rents. Mature firms pay smoothed dividends and have a fixed termination threshold. Dividend smoothing occurs because earnings surprises are used to adjust financial slack in line with profitability. When profitability only reflects the agent’s private ability, a simple equity contract is optimal.

How Disclosure Features of Corporate Social Responsibility Reports Interact with Investor Numeracy to Influence Investor Judgments

Contemporary Accounting Research 2017 34(3), 1596-1621
Firms’ Corporate Social Responsibility ( CSR ) reports typically frame their strategies in terms of either community or global efforts (i.e., “strategy frame”). Further, the style used to depict CSR performance in reports often highlights either pictures or words (i.e., “presentation style”). These two prominent disclosure features of CSR reports promote a natural fit or misfit in the focus (relatively low‐level or high‐level focus) investors adopt when thinking about the firm and its CSR efforts. Further, these disclosure features likely have different effects on investors depending on their numeracy or, in other words, the way that they naturally process numerical information. In this study, we predict and find that a fit between the strategy frame and the presentation style of a firm's CSR report causes less numerate investors to be more willing to invest than when a fit is not present. Specifically, we find that a fit leads less numerate investors to experience subjective feelings of processing fluency and, in turn, positive affect that serves as a cue that the positive CSR performance information can be relied upon, which positively influences willingness to invest. Our results have implications for both CSR reports as well as other types of firm disclosures that increasingly vary along similar disclosure characteristics. Our results also contribute to both the growing literature on presentation effects in accounting, as well as the broader business literature on CSR reporting.

Does bank loan supply affect the supply of equity capital? Evidence from new share issuance and withdrawal

Journal of Financial Intermediation 2017 29, 32-45
We examine the hypothesis that fluctuations in the aggregate supply of bank loans influence the supply of new equity capital. Using residual lending standards as a clean measure of aggregate loan supply and a VAR framework to aid identification, we find that a one-standard-deviation shock to lending standards results in 15% fewer IPOs. Shocks elicit strong responses from IPO-firms that are highly dependent on external capital and increase the number of withdrawals, strengthening the interpretation that the above is driven by changes in the supply of equity. Our results suggest that credit conditions are important to a well-functioning IPO market.

Interim fund performance and fundraising in private equity

Journal of Financial Economics 2017 124(1), 172-194
General partners (GPs) in private equity (PE) report the performance of an existing fund while raising capital for a follow-on fund. Interim performance has large effects on fundraising outcomes. The impact is greatest when backed by exits and for low reputation GPs. Faced with these incentives, GPs time their fundraising to coincide with periods of peak performance through two strategies: (1) exit and fundraise and (2) net asset value (NAV) management. Consistent with the former, performance peaks are greatest for funds with high realization rates. Consistent with the latter, low reputation GPs with low realization rates experience performance peaks and erosions in performance after fundraising.