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The Role of Growth Options in Explaining Stock Returns

Journal of Financial and Quantitative Analysis 2014 49(3), 749-771
Abstract We extend the Fama-French (1992) model by considering growth option (as well as distress/leverage) variables in explaining the cross section of stock returns. We find that growth option variables, namely growth in capital investment and yet-unexercised growth options (GO), are significantly and negatively related to stock returns. Investors may be willing to accept lower average returns from growth stocks in exchange for a more favorable (positively skewed) risk-return profile. Book-to-market (BM) ratio seems to proxy for omitted distress/leverage variables. When these are explicitly accounted for, BM is not that significant. Our growth options variables have added explanatory power.

Large dividend increases and leverage

Journal of Corporate Finance 2018 48, 17-33 open access
This study documents the fact that large dividend increases are followed by a significant increase in leverage, consistent with management increasing the dividend to use up excess debt capacity. However, the leverage increase is not captured by a standard partial adjustment model of leverage. Nor does it reflect variables known to be related to dividend increases, such as firm maturity, investment, and risk. Instead, the dividend increase signals a complex change in the way firms adjust to their leverage target, but it does not signal a change in the target.

Dividend Increases and Initiations and Default Risk in Equity Returns

Journal of Financial and Quantitative Analysis 2011 46(5), 1521-1543
Abstract This study extends the Grullon, Michaely, and Swaminathan (2002) analysis by incorporating default risk. Using data for firms that either increased or initiated cash dividend payments during the 23-year period 1986–2008, we find reduction in default risk. This reduction is shown to be a priced risk factor beyond the Fama and French (1993) risk measures, and it explains the dividend payment decision and the positive market reaction around dividend increases and initiations. Further analysis reveals that the reduction in default risk is a significant factor in explaining the 3-year excess returns following dividend increases and initiations.

Analysts to the rescue?

Journal of Corporate Finance 2019 56, 108-128
In this study we use the SEC's decision to eliminate the reconciliation requirement for cross-listed companies to examine whether this loss of information prompted financial analysts to provide more informative research reports. We first document that the informativeness of analyst earnings forecasts increased, on average, in the post-regulation period for the sample of firms that stopped providing the reconciliation information (regulated firms). We next relate this change in informativeness to stock liquidity, a common proxy for information asymmetry. We do not find any change in market liquidity for regulated firms with greater analyst informativeness in the post-regulation period. In contrast, we document a decrease in market liquidity for regulated firms with lower analyst informativeness. These results support the conjecture that, when analysts compensate for the loss of information, the firm's information environment is not affected. We conclude that analysts can play an important role in capital markets as information providers and that their research can be especially valuable in times of information shortage.

Financial distress risk and stock price crashes

Journal of Corporate Finance 2021 67, 101870 open access
This study uses 462,678 monthly observations of US-listed firms for the period 1990–2018 to document a strong positive relationship between short-term changes in financial distress risk and future stock price crashes. This result is economically significant as a one interquartile increase of the main explanatory variable in any month increases the probability of a stock price crash by 8.33% relative to its mean value. The findings withstand controls for a large array of variables, firm-fixed effect estimations, and alternative definitions of distress and crash risk measures; they are also robust to a range of tests conducted to buttress against endogeneity concerns. The study conducts analyses demonstrating that the positive distress-crash risk relationship is driven by managerial opportunism that seeks to camouflage bad news that has an adverse effect on firms' economic fundamentals. Accordingly, the findings corroborate an agency theory explanation for the impact of distress risk on stock price crashes. This study offers practical insights to investors, who should be vigilant of a firm's distress risk, as sudden short-term increases underscore withheld negative information pertinent to crash risk problems.

Growth Options and Related Stock Market Anomalies: Profitability, Distress, Lotteryness, and Volatility

Journal of Financial and Quantitative Analysis 2020 55(7), 2150-2180 open access
We provide new evidence on the economic role of growth options behind the profitability, distress, lotteryness, and volatility anomalies. We use idiosyncratic skewness to measure growth options and estimate expected idiosyncratic skewness capturing investors’ expectations about the firm’s mix of growth options versus assets-in-place. We find that investors require a positive premium to hold stocks of inflexible firms with low growth options and negative expected skewness and that a newly proposed skewness factor based on growth options explains the aforementioned anomalies. Thus, the new measure of expected idiosyncratic skewness may serve to reduce the number of anomalies in the literature.

Customer orientation and stock resilience during adversity periods

Journal of Corporate Finance 2025 93, 102780 open access
Customer orientation reflects the organizational culture and climate that promote behaviors enabling the firm to create superior value for its customers. Using a textual measure of customer orientation (Custor) constructed from 10-K filings, we document a positive and economically significant relation between Custor and stock returns in the financial crisis of 2008–2009 and the COVID-19 pandemic. High-Custor firms outperform low-Custor firms by 1.5% per month during the financial crisis and by 4.7% per month during the COVID-19 crisis. This positive Custor-returns relation is robust to different treatments and persists after accounting for factors that contribute to corporate resilience, such as CSR activities. Our findings lend credence to the notion that customer orientation enhances a firm’s social capital, leading to improved operational performance during adverse periods, whilst our empirical evidence further supports that Custor and CSR represent distinct pathways for building trust. Consequently, firms that prioritize customer orientation experience greater resilience to negative shocks, especially during periods of low market confidence.

Alternative bankruptcy prediction models using option-pricing theory

Journal of Banking & Finance 2013 37(7), 2329-2341
We examine the empirical properties of the theoretical Black–Scholes–Merton (BSM) bankruptcy model. We evaluate the predictive ability of various existing modifications of the BSM model and extend prior studies by estimating volatility directly from market-observable returns on firm value. We show that parsimonious models using our direct market-observable volatility estimate perform better than alternative, more sophisticated, models. Our findings suggest the adoption of simpler modelling approaches relying on market data when implementing the BSM model.