Empirical cross-sectional asset pricing: a survey

I review the state of empirical asset pricing devoted to understanding cross-sectional differences in average rates of return. Both methodologies and empirical evidence are surveyed. Tremendous progress has been made in understanding return patterns. At the same time, there is a need to synthesize the huge amount of collected evidence.

[1]  R. Jagannathan,et al.  Empirical Evaluation of Asset Pricing Models: A Comparison of the Sdf and Beta Methods , 2001 .

[2]  Bruce N. Lehmann,et al.  The empirical foundations of the arbitrage pricing theory , 1988 .

[3]  Y. Amihud,et al.  Illiquidity and Stock Returns II: Cross-Section and Time-Series Effects , 2018, The Review of Financial Studies.

[4]  L. Pedersen,et al.  Asset Pricing with Liquidity Risk , 2003 .

[5]  F. Eugene FAMA, . Market efficiency, long-term returns, and behavioral finance, Journal of Financial Economics . , 1998 .

[6]  Josef Lakonishok,et al.  Contrarian Investment, Extrapolation, and Risk , 1993 .

[7]  E. Fama,et al.  Common risk factors in the returns on stocks and bonds , 1993 .

[8]  Theo Vermaelen,et al.  Market Underreaction to Open Market Share Repurchases , 1994 .

[9]  Robert Novy-Marx,et al.  Is momentum really momentum , 2012 .

[10]  Sheridan Titman,et al.  Capital Investments and Stock Returns , 2004, Journal of Financial and Quantitative Analysis.

[11]  Barr Rosenberg,et al.  Prediction of Beta from Investment Fundamentals: Part One , 1976 .

[12]  Christopher J. Malloy,et al.  Long-Run Stockholder Consumption Risk and Asset Returns , 2008 .

[13]  Joseph D. Piotroski Value Investing: The Use of Historical Financial Statement Information to Separate Winners from Losers , 2000 .

[14]  Ilan Cooper,et al.  Asset Pricing Implications of Non-Convex Adjustment Costs and Irreversibility of Investment , 2003 .

[15]  E. Fama,et al.  The Cross‐Section of Expected Stock Returns , 1992 .

[16]  Michael C. Jensen,et al.  Studies in the Theory of Capital Markets. , 1973 .

[17]  T. W. Anderson An Introduction to Multivariate Statistical Analysis , 1959 .

[18]  Campbell R. Harvey,et al.  . . . And the Cross-Section of Expected Returns , 2014 .

[19]  Soeren Hvidkjaer,et al.  A Trade-Based Analysis of Momentum , 2005 .

[20]  Myron S. Scholes,et al.  Estimating betas from nonsynchronous data , 1977 .

[21]  Turan G. Bali,et al.  Idiosyncratic Volatility and the Cross Section of Expected Returns , 2008, Journal of Financial and Quantitative Analysis.

[22]  R. Thaler,et al.  Does the Stock Market Overreact , 1985 .

[23]  Josef Lakonishok,et al.  The Stock Market Valuation of Research and Development Expenditures , 1999 .

[24]  Kathryn Dixon Jost Seasonality in the Cross-Section of Stock Returns , 2008 .

[25]  S. Titman,et al.  Access to Equity Markets, Corporate Investments and Stock Returns: International Evidence , 2010 .

[26]  Y. Amihud,et al.  Asset pricing and the bid-ask spread , 1986 .

[27]  Mark I. Weinstein,et al.  Economic Forces and the Stock Market Revisited , 2006 .

[28]  L. Glosten,et al.  An Investigation of the Informational Role of Short Interest in the Nasdaq Market , 2002 .

[29]  E. Fama,et al.  Risk, Return, and Equilibrium: Empirical Tests , 1973, Journal of Political Economy.

[30]  David Easley,et al.  Liquidity, Information, and Infrequently Traded Stocks , 1996 .

[31]  J. Cochrane Production‐Based Asset Pricing and the Link Between Stock Returns and Economic Fluctuations , 1991 .

[32]  James N. Myers,et al.  What is the Intrinsic Value of the Dow? , 1997 .

[33]  F. Black,et al.  The Capital Asset Pricing Model: Some Empirical Tests , 2006 .

[34]  Robert F. Dittmar,et al.  Consumption, Dividends, and the Cross-Section of Equity Returns , 2002 .

[35]  Ravi Jagannathan,et al.  Assessing Specification Errors in Stochastic Discount Factor Models , 1994 .

[36]  R. Gibbons,et al.  Empirical Tests of the Consumption-Oriented CAPM , 1989 .

[37]  A. Deaton Consumption , Aggregate Wealth , and Expected Stock Returns , 2008 .

[38]  Tim Loughran,et al.  The New Issues Puzzle , 1995 .

[39]  R. Litzenberger,et al.  The effect of personal taxes and dividends on capital asset prices , 1979 .

[40]  Michael J. Cooper Filter Rules Based on Price and Volume in Individual Security Overreaction , 1999 .

[41]  John A. Doukas,et al.  European Momentum Strategies, Information Diffusion, and Investor Conservatism , 2003 .

[42]  J. Mossin EQUILIBRIUM IN A CAPITAL ASSET MARKET , 1966 .

[43]  Yuhang Xing,et al.  Interpreting the Value Effect Through the Q-Theory: An Empirical Investigation , 2008 .

[44]  S. Ross The arbitrage theory of capital asset pricing , 1976 .

[45]  R. Ball Anomalies in relationships between securities' yields and yield-surrogates , 1978 .

[46]  Christian Julliard,et al.  Consumption Risk and the Cross Section of Expected Returns , 2004, Journal of Political Economy.

[47]  Motohiro Yogo,et al.  The Rodney L. White Center for Financial Research a Consumption-based Explanation of Expected Stock Returns , 2022 .

[48]  Jay Shanken,et al.  Multi‐Beta CAPM or Equilibrium‐APT?: A Reply , 1985 .

[49]  J. Campbell,et al.  In Search of Distress Risk , 2006, SSRN Electronic Journal.

[50]  Victor L. Bernard,et al.  POST-EARNINGS-ANNOUNCEMENT DRIFT - DELAYED PRICE RESPONSE OR RISK PREMIUM , 1989 .

[51]  Michael J. Cooper,et al.  Market States and Momentum , 2004 .

[52]  Stephen A. Ross,et al.  A Test of the Efficiency of a Given Portfolio , 1989 .

[53]  Mark M. Carhart On Persistence in Mutual Fund Performance , 1997 .

[54]  R. Hodrick,et al.  High Idiosyncratic Volatility and Low Returns: International and Further U.S. Evidence , 2008 .

[55]  Yao Hua Ooi,et al.  Time Series Momentum , 2011 .

[56]  Rafael La Porta,et al.  Expectations and the Cross-Section of Stock Returns , 1996 .

[57]  John H. Cochrane,et al.  Presidential Address: Discount Rates , 2011 .

[58]  Tarun Chordia,et al.  Momentum, Business Cycle and Time Varying Expected Returns , 2001 .

[59]  S. Basu,et al.  Investment Performance of Common Stocks in Relation to their Price-Earnings Ratios , 1977 .

[60]  Robert Radcliffe,et al.  Liquidity and stock returns: An alternative test , 1998 .

[61]  R. Jagannathan,et al.  The Analysis of the Cross-Section of Security Returns , 2010 .

[62]  Gautam Kaul,et al.  Long‐Term Market Overreaction or Biases in Computed Returns? , 1993 .

[63]  James L. Davis,et al.  Characteristics, Covariances, and Average Returns: 1929-1997 , 1999 .

[64]  Michael J. Schill,et al.  On the Scope and Drivers of the Asset Growth Effect , 2009, Journal of Financial and Quantitative Analysis.

[65]  Michael J. Cooper,et al.  Asset Growth and the Cross-Section of Stock Returns , 2007 .

[66]  Gregory Connor,et al.  A Test for the Number of Factors in an Approximate Factor Model , 1993 .

[67]  Toni M. Whited,et al.  Investment‐Based Expected Stock Returns , 2009, Journal of Political Economy.

[68]  Lance A. Young,et al.  Why is PIN Priced? , 2007 .

[69]  Kent L. Womack Do Brokerage Analysts' Recommendations Have Investment Value? , 1996 .

[70]  R. Haugen,et al.  Commonality in the Determinants of Expected Stock Returns , 1996 .

[71]  Qianqiu Liu,et al.  Return Reversals, Idiosyncratic Risk, and Expected Returns , 2009 .

[72]  Ravi Jagannathan,et al.  Cross-Sectional Asset Pricing Tests , 2010 .

[73]  Narasimhan Jegadeesh,et al.  Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency , 1993 .

[74]  W. Newey,et al.  A Simple, Positive Semi-Definite, Heteroskedasticity and Autocorrelationconsistent Covariance Matrix , 1986 .

[75]  Tarun Chordia,et al.  Sell-order liquidity and the cross-section of expected stock returns , 2012 .

[76]  R. Stambaugh,et al.  On correlations and inferences about mean-variance efficiency , 1987 .

[77]  E. Fama,et al.  Size, Value, and Momentum in International Stock Returns , 2011 .

[78]  E. Fama,et al.  Dividend yields and expected stock returns , 1988 .

[79]  Nishad Kapadia Tracking Down Distress Risk , 2010 .

[80]  Jose M. Arau Breadth of Ownership and Stock Returns , 2003 .

[81]  Who Underreacts to Cash-Flow News? Evidence from Trading between Individuals and Institutions , 2002 .

[82]  Barr Rosenberg,et al.  Prediction of Beta from Investment Fundamentals , 1995 .

[83]  S. Titman,et al.  Individualism and Momentum Around the World , 2009 .

[84]  Misvaluation and Return Anomalies in Distress Stocks , 2012 .

[85]  Maureen O'Hara,et al.  PRICE, TRADE SIZE, AND INFORMATION IN SECURITIES MARKETS* , 1987 .

[86]  Tarun Chordia,et al.  Liquidity and Autocorrelations in Individual Stock Returns , 2005 .

[87]  Christopher J. Malloy,et al.  Differences of Opinion and the Cross Section of Stock Returns , 2002 .

[88]  Ilia D. Dichev Is the Risk of Bankruptcy a Systematic Risk , 1998 .

[89]  E. Fama Market Efficiency, Long-Term Returns, and Behavioral Finance , 1997 .

[90]  R. C. Merton,et al.  Presidential Address: A simple model of capital market equilibrium with incomplete information , 1987 .

[91]  Kent D. Daniel,et al.  Market Reactions to Tangible and Intangible Information , 2006 .

[92]  Guofu Zhou,et al.  Estimating and Testing Beta Pricing Models: Alternative Methods and Their Performance in Simulations , 2006 .

[93]  Jay Shanken,et al.  Multivariate tests of the zero-beta CAPM , 1985 .

[94]  John Y. Campbell,et al.  The Long-Run Risks Model and Aggregate Asset Prices: An Empirical Assessment , 2009, Critical Finance Review.

[95]  W. Sharpe CAPITAL ASSET PRICES: A THEORY OF MARKET EQUILIBRIUM UNDER CONDITIONS OF RISK* , 1964 .

[96]  Fangjian Fu Idiosyncratic Risk and the Cross-Section of Expected Stock Returns , 2009 .

[97]  J. Vu Value versus Growth: The International Evidence , 1999 .

[98]  Douglas T. Breeden An Intertemporal Asset Pricing Model with Stochastic Consumption and Investment Opportunities , 1979 .

[99]  The Cross Section of Analyst Recommendations , 2006, Journal of Financial and Quantitative Analysis.

[100]  Lu Zhang,et al.  Equilibrium Cross Section of Returns , 2002, Journal of Political Economy.

[101]  Ravi Jagannathan,et al.  An Asymptotic Theory for Estimating Beta‐Pricing Models Using Cross‐Sectional Regression , 1998 .

[102]  Dongmei Li,et al.  Does Q-Theory with Investment Frictions Explain Anomalies in the Cross-Section of Returns? , 2010 .

[103]  Amit Goyal,et al.  Growth Options, Beta, and the Cost of Capital , 2007 .

[104]  R. Ball,et al.  An empirical evaluation of accounting income numbers , 1968 .

[105]  Yan Xu,et al.  The Asset Growth Effect: Insights from International Equity Markets , 2012 .

[106]  R. Green,et al.  Optimal Investment, Growth Options, and Security Returns , 1998 .

[107]  Stefan Nagel,et al.  Short sales, institutional investors and the cross-section of stock returns , 2005 .

[108]  W. Sharpe,et al.  International Value and Growth Stock Returns , 1993 .

[109]  John M. Griffin,et al.  Momentum Investing and Business Cycle Risk: Evidence from Pole to Pole , 2001 .

[110]  Shmuel Kandel The likelihood ratio test statistic of mean-variance efficiency without a riskless asset , 1984 .

[111]  R. Mehra,et al.  THE EQUITY PREMIUM A Puzzle , 1985 .

[112]  Duane J. Seppi,et al.  Common Factors in Prices, Order Flows and Liquidity , 1998 .

[113]  S. Ross,et al.  Economic Forces and the Stock Market , 1986 .

[114]  K. J. Cohen,et al.  Friction in the trading process and the estimation of systematic risk , 1983 .

[115]  J. Lintner SECURITY PRICES, RISK, AND MAXIMAL GAINS FROM DIVERSIFICATION , 1965 .

[116]  Ralitsa Petkova Do the Fama-French Factors Proxy for Innovations in Predictive Variables? , 2005 .

[117]  Ravi Bansal,et al.  Risks for the Long Run: A Potential Resolution of Asset Pricing Puzzles , 2000 .

[118]  Stephen A. Ross,et al.  A Critical Reexamination of the Empirical Evidence on the Arbitrage Pricing Theory: A Reply , 1984 .

[119]  Mark Grinblatt,et al.  Do Industries Explain Momentum , 1999 .

[120]  R. Jagannathan,et al.  The Conditional CAPM and the Cross-Section of Expected Returns , 1996 .

[121]  Sorin M. Sorescu,et al.  Short-Sale Constraints, Differences of Opinion, and Overvaluation , 2006, Journal of Financial and Quantitative Analysis.

[122]  Kewei Hou,et al.  Market Frictions, Price Delay, and the Cross-Section of Expected Returns , 2003 .

[123]  James N. Myers,et al.  What is the Intrinsic Value of the Dow , 1997 .

[124]  Campbell R. Harvey,et al.  The Variation of Economic Risk Premiums , 1990, Journal of Political Economy.

[125]  Pietro Veronesi,et al.  Labor Income and Predictable Stock Returns , 2001 .

[126]  John Y. Campbell,et al.  Understanding Risk and Return , 1993, Journal of Political Economy.

[127]  R. Stambaugh,et al.  On the exclusion of assets from tests of the two-parameter model: A sensitivity analysis , 1982 .

[128]  Raymond Kan,et al.  Pricing Model Performance and the Two-Pass Cross-Sectional Regression Methodology , 2009 .

[129]  M. Lettau,et al.  Resurrecting the (C)Capm: A Cross-Sectional Test When Risk Premia Wre Time-Varying , 1999 .

[130]  Alexi Savov Asset Pricing with Garbage , 2010 .

[131]  E. Fama EFFICIENT CAPITAL MARKETS: A REVIEW OF THEORY AND EMPIRICAL WORK* , 1970 .

[132]  P. Gagliardini,et al.  Time-Varying Risk Premium In Large Cross-Sectional Equidity Datasets , 2011 .

[133]  Stephen M. Horan Short Interest, Institutional Ownership, and Stock Returns , 2006 .

[134]  Zhi Da Cash Flow, Consumption Risk and Cross Section of Stock Returns , 2005 .

[135]  R. C. Merton,et al.  AN INTERTEMPORAL CAPITAL ASSET PRICING MODEL , 1973 .

[136]  K. Rouwenhorst,et al.  International Momentum Strategies , 1997 .

[137]  Kris Jacobs,et al.  Idiosyncratic Consumption Risk and the Cross-Section of Asset Returns , 2004 .

[138]  Dana Kiku,et al.  Cointegration and Consumption Risks in Asset Returns , 2007 .

[139]  Lazy Investors, Discretionary Consumption, and the Cross-Section of Stock Returns , 2007 .

[140]  E. Miller Risk, Uncertainty, and Divergence of Opinion , 1977 .

[141]  R. Hodrick,et al.  The Cross-Section of Volatility and Expected Returns , 2006 .

[142]  Gregory Connor,et al.  Performance Measurement with the Arbitrage Pricing Theory: A New Framework for Analysis , 1985 .

[143]  Charles M. C. Lee,et al.  Accounting valuation, market expectation, and cross-sectional stock returns , 1998 .

[144]  Tarun Chordia,et al.  Alternative factor specifications, security characteristics, and the cross-section of expected stock returns , 1998 .

[145]  Campbell R. Harvey,et al.  The Risk and Predictability of International Equity Returns , 1993 .

[146]  Sheridan Titman,et al.  Approximate Factor Structures: Interpretations and Implications for Empirical Tests , 1985 .

[147]  Maria Vassalou,et al.  News Related to Future GDP Growth as Risk Factors in Equity Returns , 2001 .

[148]  Burton G. Malkiel,et al.  Risk and Return Revisited , 1997 .

[149]  Maureen O'Hara,et al.  Information and the Cost of Capital , 2001 .

[150]  Jay Shanken On the Estimation of Beta-Pricing Models , 1992 .

[151]  G. Constantinides,et al.  Asset Pricing Tests with Long Run Risks in Consumption Growth , 2008 .

[152]  Jay Shanken,et al.  Testing Portfolio Efficiency When the Zero-Beta Rate Is Unknown: A Note , 1986 .

[153]  Jay Shanken,et al.  Multivariate proxies and asset pricing relations: Living with the Roll critique , 1987 .

[154]  Sorin M. Sorescu,et al.  The Cross Section of Analyst Recommendations , 2004, Journal of Financial and Quantitative Analysis.

[155]  Robert A. Korajczyk,et al.  Do Arbitrage Pricing Models Explain the Predictability of Stock Returns? , 1995 .

[156]  Joel Hasbrouck,et al.  Trading Costs and Returns for U.S. Equities: Estimating Effective Costs from Daily Data , 2009 .

[157]  Hendrik Bessembinder,et al.  Liquidity Biases in Asset Pricing Tests , 2009 .

[158]  Markus K. Brunnermeier,et al.  Market Liquidity and Funding Liquidity , 2005 .

[159]  Lu Zhang,et al.  The Value Premium , 2002 .

[160]  Narasimhan Jegadeesh,et al.  Evidence of Predictable Behavior of Security Returns , 1990 .

[161]  Tim Loughran,et al.  Long-Term Market Overreaction: The Effect of Low-Priced Stocks , 1996 .

[162]  James L. Davis,et al.  Characteristics, Covariances, and Average Returns: 1929-1997 , 1999 .

[163]  Alex W. H. Chan Merton, Robert C. , 2010 .

[164]  B. Malkiel,et al.  Idiosyncratic Risk and Security Returns , 2004 .

[165]  John H. Cochrane,et al.  A Cross-Sectional Test of an Investment-Based Asset Pricing Model , 1996, Journal of Political Economy.

[166]  Jim Kyung-Soo Liew,et al.  Can Book-to-Market, Size, and Momentum Be Risk Factors that Predict Economic Growth? , 1999 .

[167]  R. Jagannathan,et al.  CAPM for Estimating the Cost of Equity Capital: Interpreting the Empirical Evidence , 2009 .

[168]  Gregory Connor,et al.  A Unified Beta Pricing Theory , 1984 .

[169]  C. Peake The Capital Asset Pricing Model: Theory and Evidence , 2005 .

[170]  Richard G. Sloan Do Stock Prices Fully Reflect Information in Accruals and Cash Flows About Future Earnings , 1998 .

[171]  Avanidhar Subrahmanyam,et al.  The Cross-Section of Expected Stock Returns: What Have We Learnt from the Past Twenty-Five Years of Research? , 2009 .

[172]  Ronald J. Lanstein,et al.  Persuasive evidence of market inefficiency , 1985 .

[173]  Stefan Nagel,et al.  A Skeptical Appraisal of Asset-Pricing Tests , 2006 .

[174]  Lu Zhang,et al.  Momentum Profits, Factor Pricing, and Macroeconomic Risk , 2006 .

[175]  Kristin E. Fink,et al.  Idiosyncratic Volatility Measures and Expected Return , 2010 .

[176]  David Easley,et al.  Is Information Risk a Determinant of Asset Returns , 2002 .

[177]  Lars Peter Hansen,et al.  THE ROLE OF CONDITIONING INFORMATION IN DEDUCING TESTABLE RESTRICTIONS IMPLIED BY DYNAMIC ASSET PRICING MODELS1 , 1987 .

[178]  Michael Lemmon,et al.  Book‐to‐Market Equity, Distress Risk, and Stock Returns , 2002 .

[179]  H. Levy Equilibrium in an Imperfect Market: A Constraint on the Number of Securities in the Portfolio , 1978 .

[180]  Lars Peter Hansen,et al.  Consumption Strikes Back ? : Measuring Long-Run Risk 1 , 2008 .

[181]  Terence Lim,et al.  Bad News Travels Slowly: Size, Analyst Coverage and the Profitability of Momentum Strategies , 1998 .

[182]  R. Thaler,et al.  Further Evidence On Investor Overreaction and Stock Market Seasonality , 1987 .

[183]  B. Lehmann,et al.  The Empirical Foundations of the Arbitrage Pricing Theory Ii: the Optimal Construction of Basis Portfolios , 1985 .

[184]  J. Jobson,et al.  Some Tests of Linear Asset Pricing with Multivariate Normality , 2009 .

[185]  Kewei Hou,et al.  What Factors Drive Global Stock Returns? , 2011 .

[186]  E. Dimson Risk measurement when shares are subject to infrequent trading , 1979 .

[187]  Adlai J. Fisher,et al.  Corporate Investment and Asset Price Dynamics: Implications for the Cross-Section of Returns , 2003 .

[188]  A. Lo,et al.  Stock Market Prices Do Not Follow Random Walks: Evidence from a Simple Specification Test , 1987 .

[189]  Gergana Jostova,et al.  Momentum and Credit Rating , 2006 .

[190]  John A. Doukas,et al.  European Momentum Strategies, Information Diffusion, and Investor Conservatism: European Momentum Strategies , 2005 .

[191]  J. Campbell Asset Pricing at the Millennium , 2000, The Journal of Finance.

[192]  Ľuboš Pástor,et al.  Liquidity Risk and Expected Stock Returns , 2003, Journal of Political Economy.

[193]  Yihong Xia,et al.  Estimation and Test of a Simple Model of Intertemporal Capital Asset Pricing , 2002 .

[194]  A. Lo,et al.  THE ECONOMETRICS OF FINANCIAL MARKETS , 1996, Macroeconomic Dynamics.

[195]  Richard Roll,et al.  Commonality in Liquidity , 1999 .

[196]  C. W. Anderson,et al.  Empirical Evidence on Capital Investment, Growth Options, and Security Returns , 2002 .

[197]  Jay Shanken,et al.  The Arbitrage Pricing Theory: Is It Testable? , 1982 .

[198]  Richard Roll,et al.  A Critique of the Asset Pricing Theory''s Tests: Part I , 1977 .

[199]  Robert A. Korajczyk,et al.  Pricing the Commonality Across Alternative Measures of Liquidity , 2007 .

[200]  D. J. Fowler,et al.  Risk measurement when shares are subject to infrequent trading : Comment , 1983 .

[201]  Tarun Chordia,et al.  Asset Pricing Models and Financial Market Anomalies , 2003 .

[202]  M. C. Jensen The Performance of Mutual Funds in the Period 1945-1964 , 1967 .

[203]  Dongcheol Kim The Errors in the Variables Problem in the Cross‐Section of Expected Stock Returns , 1995 .

[204]  Josef Lakonishok,et al.  Fundamentals and Stock Returns in Japan , 1991 .

[205]  R. Banz,et al.  The relationship between return and market value of common stocks , 1981 .

[206]  Tarun Chordia,et al.  Liquidity and the Post-Earnings-Announcement Drift , 2007 .

[207]  E. Fama,et al.  Multifactor Explanations of Asset Pricing Anomalies , 1996 .

[208]  Jay Shanken,et al.  The Current State of the Arbitrage Pricing Theory , 1992 .

[209]  R. Mehra Handbook of the Equity Risk Premium , 2008 .

[210]  J. Lintner THE VALUATION OF RISK ASSETS AND THE SELECTION OF RISKY INVESTMENTS IN STOCK PORTFOLIOS AND CAPITAL BUDGETS , 1965 .

[211]  Jeffrey Pontiff,et al.  Share Issuance and Cross‐sectional Returns , 2008 .

[212]  L. Hansen Large Sample Properties of Generalized Method of Moments Estimators , 1982 .

[213]  F. Black Capital Market Equilibrium with Restricted Borrowing , 1972 .

[214]  Kent D. Daniel,et al.  NBER WORKING PAPER SERIES EVIDENCE ON THE CHARACTERISTICS OF CROSS SECTIONAL VARIATION IN STOCK RETURNS , 1996 .

[215]  Laxminarayan Bhandari,et al.  Debt/Equity Ratio and Expected Common Stock Returns: Empirical Evidence , 1988 .

[216]  V. Bernard,et al.  Evidence that stock prices do not fully reflect the implications of current earnings for future earnings , 1990 .