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Trading in Fragmented Markets

Journal of Financial and Quantitative Analysis 2021 56(1), 93-121
We study fragmentation of equity trading using a model of imperfect competition among exchanges. In the model, increased competition drives down trading fees. However, additional arbitrage opportunities arise in fragmented markets, intensifying adverse selection. Due to these opposing forces, the effects of fragmentation are context dependent. To empirically investigate the ambiguity in a single context, we estimate key parameters of the model with order-level data for an Australian security. According to the estimates, the benefits of increased competition are outweighed by the costs of multi-venue arbitrage. Compared with the prevailing duopoly, we predict the counterfactual monopoly spread to be 23% lower.

The Predictive Power of the Dividend Risk Premium

Journal of Financial and Quantitative Analysis 2021 56(8), 2843-2869
We show that the dividend growth rate implied by the options market is informative about i) the expected dividend growth rate and ii) the expected dividend risk premium. We model the expected dividend risk premium and explore its implications for the predictability of dividend growth and stock market returns. Correcting for the expected dividend risk premium strengthens the evidence for the predictability of dividend growth and stock market returns both in and out of sample. Economically, a market-timing investor who accounts for the time-varying expected dividend risk premium realizes an additional utility gain of 2.02% per year.

Why Did the Investment–Cash Flow Sensitivity Decline over Time?

Journal of Financial and Quantitative Analysis 2021 56(6), 2272-2308
We propose an explanation for why corporate investment used to be sensitive to cash flow and why the sensitivity declined over time. The sensitivity stems from the informational role of cash flow in inferring the productivity of tangible capital in the old economy. Over time, however, more new-economy firms enter the market. These firms have reduced tangible capital productivity and reduced cash-flow predictability, which drives the decline in the average investment–cash flow sensitivity. Theoretical and empirical analyses support this explanation.

How Does Acquisition Experience Affect Managerial Career Outcomes?

Journal of Financial and Quantitative Analysis 2021 56(4), 1381-1407
We use hand-collected data from acquisition press releases to investigate how acquisition experience affects the career outcomes of non-CEO senior managers. To address the non-random nature of gaining experience, we separately use manager and firm-year fixed effects, as well as an instrumental variable analysis. Acquisition experience is positively related to compensation, the likelihood of a future board seat, and the likelihood of promotion to chief executive officer. Further tests suggest that the effects of experience decay over time, have diminishing returns, and do not depend on deal quality. Finally, we search Securities and Exchange Commission filings to document novel information on managerial roles in mergers and acquisitions.

Global Liquidity Provision and Risk Sharing

Journal of Financial and Quantitative Analysis 2021 56(5), 1844-1876 open access
We examine liquidity-related characteristics of U.S. firms with cross-listed shares in 20 foreign markets in the 1950–2013 period. We find that firms after foreign-market listing exhibit lower liquidity sensitivity and lower liquidity beta and suffer less from transitory price shocks. These results are stronger when firms are listed on multiple exchanges and in larger and more liquid markets. The liquidity enhancement is associated with firms’ increased foreign ownership postlisting and is effective for firms with high levels of volatility, foreign income, and foreign trading and a high probability of informed trading. Our findings provide support for global markets providing liquidity and reducing liquidity risk to U.S. firms.

Overconfident Institutions and Their Self-Attribution Bias: Evidence from Earnings Announcements

Journal of Financial and Quantitative Analysis 2021 56(5), 1738-1770 open access
Institutional demand for a stock before its earnings announcement is negatively related to subsequent returns. The relation is not attributable to the price pressure of institutional demand and is stronger for stocks with higher information asymmetry and/or greater valuation difficulty. These findings support the notion that overconfident institutions misprice stocks. Following announcements, institutions’ behavior exhibits the outcome-dependent feature of self-attribution bias. Whether they become more overconfident and delay their mispricing correction depends on whether earnings news confirms their preannouncement trades. This behavioral bias also offers a new explanation for the well-known post-earnings-announcement drift.

Income Fluctuations and Firm Choice

Journal of Financial and Quantitative Analysis 2021 56(6), 2208-2236 open access
How households shift spending across firms in response to income fluctuations is an important source of firm risk. Using transaction-level data, we study how households interact with the universe of retailers following income changes. We find that income increases within and across households result in substitution toward retailers in a category that are higher quality; smaller; more profitable; and have higher labor intensity, research and development (R&D) intensity, and equity betas. Although not all shifts are economically large, they do not average out across retailers. Thus, retailer choice has implications for key financial and macroeconomic outcomes, such as aggregate profitability and labor demand.

Will I Get Paid? Employee Stock Options and Mergers and Acquisitions

Journal of Financial and Quantitative Analysis 2021 56(1), 29-64
We analyze how employee compensation contracts of target firms affect merger terms and outcomes. Using unique data from merger agreements, we document that in 80.0% of all merger and acquisition (M&A) deals, at least some of the target’s employee stock options (ESOs) are canceled by the acquirer and not replaced by new equity-based grants. Contract modifications reduce the value of ESOs by 38.4% in the average M&A deal. Further, the combined merger returns are larger when employees experience greater losses. Overall, our results indicate that the benefits of reducing the number of ESOs outweigh the potential negative effects on firm value.

Debtholder Monitoring Incentives and Bank Earnings Opacity

Journal of Financial and Quantitative Analysis 2021 56(4), 1408-1445 open access
We exploit exogenous legislative changes that alter the priority structure of different classes of debt to study how debtholder monitoring incentives affect bank earnings opacity. We present novel evidence that exposing nondepositors to greater losses in bankruptcy reduces earnings opacity, especially for banks with larger shares of nondeposit funding, listed banks, and independent banks. The reduction in earnings opacity is driven by a lower propensity to overstate earnings and is more pronounced among larger banks and in banks with more real estate loan exposure. Our findings highlight the importance of creditors’ monitoring incentives in improving the quality of information disclosure.

Searching for Gambles: Gambling Sentiment and Stock Market Outcomes

Journal of Financial and Quantitative Analysis 2021 56(6), 2010-2038 open access
Using Internet search volume for lottery to capture gambling sentiment shifts, we show that when the overall gambling sentiment is strong, investor demand for lottery stocks increases, these stocks earn positive short-run abnormal returns, managers are more likely to split stocks to cater to the increased demand for low-priced lottery stocks, and initial public offerings (IPOs) earn higher first day returns. Further, the sentiment-return relation is stronger among low institutional ownership firms, headquartered in regions where gambling is more acceptable and local bias is stronger. These results suggest that gambling sentiment has a spillover effect on the stock market.