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A Model-Free Measure of Aggregate Idiosyncratic Volatility and the Prediction of Market Returns

Journal of Financial and Quantitative Analysis 2014 49(5-6), 1133-1165 open access
Abstract In this paper, we formally show that the cross-sectional variance of stock returns is a consistent and asymptotically efficient estimator for aggregate idiosyncratic volatility. This measure has two key advantages: It is model free and observable at any frequency. Previous approaches have used monthly model-based measures constructed from time series of daily returns. The newly proposed cross-sectional volatility measure is a strong predictor for future returns on the aggregate stock market at the daily frequency. Using the cross section of size and book-to-market portfolios, we show that the portfolios’ exposures to the aggregate idiosyncratic volatility risk predict the cross section of expected returns.

Trading in the Options Market around Financial Analysts’ Consensus Revisions

Journal of Financial and Quantitative Analysis 2014 49(3), 725-747
Abstract This article investigates the options market around a revision in the financial analysts’ consensus recommendation. The results demonstrate that options investors trade in the correct direction of the upcoming revision approximately 3 days prior to the announcement. We find this behavior in option-implied prices, implied volatilities, and options trading volume. Tests confirm that the options market leads the stock market before the financial analysts’ revision. Moreover, using all firms with outstanding options, an out-of-sample analysis produces a profitable zero-cost trading strategy net of transaction costs based on the relative valuations between the synthetic and the underlying equity security.

Leaders, Followers, and Risk Dynamics in Industry Equilibrium

Journal of Financial and Quantitative Analysis 2014 49(2), 321-349 open access
Abstract We study the distinct impacts of own and rival actions on risk and return when firms strategically compete in the product market. Contrary to simple intuition, a competitor’s options to adjust capacity reduce own-firm risk. For example, if a rival possesses a growth option, an increase in industry demand directly enhances profits but also encourages value-reducing competitor expansion. The rival option thus acts as a natural hedge. Within the industry, we obtain endogenous differences in expected returns. In a leader-follower equilibrium, own-firm and competitor risks and required returns move together through contractions and oppositely during expansions, providing testable new predictions.

The Cross Section of Recovery Rates and Default Probabilities Implied by Credit Default Swap Spreads

Journal of Financial and Quantitative Analysis 2014 49(1), 193-220
Abstract Rather than assuming a fixed recovery rate in estimation, we estimate recovery rates from credit default swap spreads, using 3 years of daily data on 152 corporations. We use a quadratic pricing model, which ensures nonnegative default probabilities and recovery rates. The estimated cross section of recovery rates is plausible, with an average recovery rate of 54% and substantial cross-sectional variation. Estimated 5-year default probabilities are on average 67% higher than default probabilities obtained using the standard 40% recovery assumption. This finding critically impacts the valuation of structured credit products. Larger firms and firms with more tangible assets have higher recovery rates.

Shareholder Litigation, Reputational Loss, and Bank Loan Contracting

Journal of Financial and Quantitative Analysis 2014 49(4), 1101-1132 open access
Abstract We examine shareholder litigation and the price and nonprice terms of bank loan contracts. After filing a lawsuit, defendant firms pay higher loan spreads and up-front charges, experience more financial covenants, and are more likely to have a collateral requirement. These findings are consistent with reputational losses associated with shareholder litigation. The magnitude of a firm’s lost market value when the lawsuit is filed is positively related to the increase in the firm’s future borrowing costs. We investigate whether the lawsuit allegations and its merit affect future bank loan terms. Our results do not appear to be affected by self-selection.

Spillover Effects among Financial Institutions: A State-Dependent Sensitivity Value-at-Risk Approach

Journal of Financial and Quantitative Analysis 2014 49(3), 575-598
Abstract In this paper, we develop a state-dependent sensitivity value-at-risk (SDSVaR) approach that enables us to quantify the direction, size, and duration of risk spillovers among financial institutions as a function of the state of financial markets (tranquil, normal, and volatile). For four sets of major financial institutions (commercial banks, investment banks, hedge funds, and insurance companies), we show that while small during normal times, equivalent shocks lead to considerable spillover effects in volatile market periods. Commercial banks and, especially, hedge funds appear to play a major role in the transmission of shocks to other financial institutions.

Bribe Payments and Innovation in Developing Countries: Are Innovating Firms Disproportionately Affected?

Journal of Financial and Quantitative Analysis 2014 49(1), 51-75 open access
Abstract Innovating firms pay more bribes than noninnovators across 25,000 firms in 57 countries. The difference is larger in countries with more bureaucratic regulation and weaker governance. Innovators that pay bribes do not receive better services and do not have greater propensity to engage in other illegal activities such as tax evasion. Thus, innovators are more likely to be victims of corruption than perpetrators. Our findings point to the challenges facing entrepreneurs in developing countries and are consistent with the view that rent seeking by government officials unlike private criminal activity is more likely to target innovators.

Investing in the “New Economy”: Mutual Fund Performance and the Nature of the Firm

Journal of Financial and Quantitative Analysis 2014 49(1), 165-191 open access
Abstract Although stock returns of intangibles-intensive firms tend to exceed physical assets-intensive firms, risk-adjusted returns of actively managed mutual funds significantly decrease (increase) with their portfolios’ exposure to intangibles-intensive (physical assets-intensive) firms. Fund managers tend to exhibit skill when they focus on difficult-to-value (e.g., small) firms, except when the firms are intangibles-intensive. In sum, the worst-performing funds are in areas of the market that seem to offer ample opportunities for professional investors due to exacerbated mispricing. The negative impact of investments in intangibles-intensive firms on fund performance appears to be driven by extrapolation bias and decreases with learning from experience.

Does the Location of Directors Matter? Information Acquisition and Board Decisions

Journal of Financial and Quantitative Analysis 2014 49(1), 131-164
Abstract Using data on over 4,000 individual residential addresses, we find that geographic distance between directors and corporate headquarters is related to information acquisition and board decisions. The fraction of a board’s unaffiliated directors who live near headquarters is higher when information-gathering needs are greater. When the fraction of unaffiliated directors living near headquarters is lower, nonroutine chief executive officer (CEO) turnover is more sensitive to stock performance. Also, the level, intensity, and sensitivity of CEO equity-based pay increase with board distance. Overall, our results suggest that geographic location is an important dimension of board structure that influences directors’ costs of gathering information.

Portfolio Concentration and Firm Performance

Journal of Financial and Quantitative Analysis 2014 49(4), 903-931
Abstract This paper investigates the relation between shareholders’ portfolio concentration and firm performance. Using data on more than 1.3 million unique shareholders, we create an index that measures how concentrated shareholder portfolios are in each firm. We posit that portfolio concentration will affect incentives when shareholders are resource constrained. We find that average shareholder portfolio concentration is positively related to future operational performance and valuation. We also find that portfolio concentration is positively correlated with abnormal stock returns. Our findings suggest that shareholders with concentrated portfolios are more informed and play a governance role through the stock market.