⋯ and the Cross-Section of Expected Returns

Review of Financial Studies

Volumn 29, Issue 1, 2016, Pages 5-68

  Harvey, Campbell R ^a,d   Liu, Yan ^b   Zhu, Heqing ^c  

^a DUKE UNIVERSITY   (United States)

^b TEXAS A AND M UNIVERSITY   (United States)

^c UNIVERSITY OF OKLAHOMA   (United States)

^d DUKE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 84959930518     PISSN: 08939454     EISSN: 14657368     Source Type: Journal    
DOI: 10.1093/rfs/hhv059     Document Type: Article

References (427)

1. Abarbanell, J. S., and B. J. Bushee. 1998. Abnormal returns to a fundamental analysis strategy. Accounting Review 73:19-45.
2. Acharya, V. V., and L. H. Pedersen. 2005. Asset pricing with liquidity risk. Journal of Financial Economics 77:375-410.
3. Ackert, L. F., and G. Athanassakos. 1997. Prior uncertainty, analyst bias, and subsequent abnormal returns. Journal of Financial Research 20:263-73.
4. Adler, M., and B. Dumas. 1983. International portfolio choice and corporation finance: A synthesis. Journal of Finance 38:925-84.
5. Adrian, T., and J. Rosenberg. 2008. Stock returns and volatility: Pricing the short-run and long-run components of market risk. Journal of Finance 63:2997-3030.
6. Adrian, T., E. Etula, and T. Muir. 2012. Financial intermediaries and the cross-section of asset returns. Journal of Finance, Forthcoming.
7. Ahn, S. C., A. R. Horenstein, and N. Wang. 2012. Determining rank of the beta matrix of a linear asset pricing model. Working Paper.
8. Akbas, F., W. J. Armstrong, and R. Petkova. 2011. The volatility of liquidity and expected stock returns. Working Paper.
9. Akbas, F., W. J. Armstrong, S. Sorescu, and A. Subrahmanyam. 2013. Time varying market efficiency in the cross-section of expected stock returns. Working Paper.
10. Ali, A., L. Hwang, and M. A. Trombley. 2003. Arbitrage risk and the book-to-market anomaly. Journal of Financial Economics 69:355-73.
11. Almeida, H., and M. Campello. 2007. Financial constraints, asset tangibility, and corporate investment. Review of Financial Studies 20:1429-60.
12. Amaya, D., P. Christoffersen, K. Jacobs, and A. Vasquez. 2011. Do realized skewness and kurtosis predict the cross-section of equity returns?Working Paper.
13. Amihud, Y. 2002. Illiquidity and stock returns: cross-section and time-series effects. Journal of Financial Markets 5:31-56.
14. Amihud, Y., and H. Mendelson. 1986. Asset pricing and the bid-ask spread. Journal of Financial Economics 17:223-49.
15. -. 1989. The effects of beta, bid-ask spread, residual risk, and size on stock returns. Journal of Finance 44:479-86.
16. An, J., S. Bhojraj, and D. T. Ng. 2010. Warranted multiples and future returns. Journal of Accounting, Auditing & Finance 25:143-69.
17. Anderson, C. W., and L. Garcia-Feijóo. 2006. Empirical evidence on capital investment, growth options, and security returns. Journal of Finance 61:171-94.
18. Anderson, E.W., E. Ghysels, and J. L. Juergens. 2005. Do heterogeneous beliefs matter for asset pricing? Review of Financial Studies 18:875-924.
19. Ang, A., T. G. Bali, and N. Cakici. 2012. The joint cross section of stocks and options. Working Paper.
20. Ang, A., J. Chen, and Y. Xing. 2006. Downside risk. Review of Financial Studies 19:1191-239.
21. Ang, A., R. J. Hodrick, Y. Xing, and X. Zhang. 2006. The cross-section of volatility and expected returns. Journal of Finance 61:259-99.
22. Arbel, A., S. A. Carvell, and P. Strebel. 1983. Giraffes, institutions and neglected firms. Financial Analysts Journal 39:57-63.
23. Armstrong, C., S. Banerjee, and C. Corona. 2010. Information quality and the cross-section of expected returns. Working Paper.
24. Asness, C. S., R. B. Porter, and R. Stevens. 2000. Predicting stock returns using industry-relative firm characteristics. Working Paper.
25. Asness, C. S., T. J. Moskowitz, and L. H. Pedersen. 2013. Value and momentum everywhere. Journal of Finance 68:929-85.
26. Asquith, P., P.A. Pathak, and J. R. Ritter. 2005. Short interest, institutional ownership and stock returns. Journal of Financial Economics 78:243-76.
27. ATLAS Collaboration. 2012. Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC. Physics Letters B 716:1-29.
28. Avramov, D., T. Chordia, G. Jostova, and A. Philipov. 2007. Momentum and credit rating. Journal of Finance 62:2503-20.
29. -. 2009. Dispersion in analysts' earnings forecasts and credit rating. Journal of Financial Economics 91:83-101.
30. Baik, B., and T. S. Ahn. 2007. Changes in order backlog and future returns. Seoul Journal of Business 13:105-26.
31. Bajgrowicz, P., and O. Scaillet. 2012. Technical trading revisited: False discoveries, persistence tests, and transaction costs. Journal of Financial Economics 106:473-91.
32. Bajgrowicz, P., O. Scaillet, and A. Treccani. 2013. Jumps in high-frequency data: Spurious detections, dynamics, and news. Working Paper.
33. Baker, M., and J. Wurgler. 2006. Investor sentiment and the cross-section of stock returns. Journal of Finance 61:1645-80.
34. Bailey, D. H., and M. López de Prado. 2014. The deflated Sharpe ratio: correcting for selection bias, backtest overfitting, and non-normality. Journal of Portfolio Management 40:94-107.
35. Balachandran, S., and P. Mohanram. 2011. Using residual income to refine the relationship between earnings growth and stock returns. Review of Accounting Studies 17:134-65.
36. Bali, T. G., and A. Hovakimian. 2009. Volatility spreads and expected stock returns. Management Science 55:1797-812.
37. Bali, T. G., and H. Zhou. 2012. Risk, uncertainty, and expected returns. Working Paper.
38. Bali, T. G., N. Cakici, and R. F. Whitelaw. 2011. Maxing out: Stocks as lotteries and the cross-section of expected returns. Journal of Financial Economics 99:427-46.
39. Baltussen, G., S. Van Bekkum, and B. Van der Grient. 2012. Unknown unknowns:Vol-of-vol and the cross section of stock returns. Working Paper.
40. Balvers, R. J., and D. Huang. 2007. Productivity-based asset pricing: Theory and evidence. Journal of Financial Economics 86:405-45.
41. Bandyopadhyay, S. P., A. G. Huang, and T. S. Wirjanto. 2010. The accrual volatility anomaly. Working Paper.
42. Bansal, R., and S. Viswanathan. 1993. No arbitrage and arbitrage pricing: a new approach. Journal of Finance 48:1231-62.
43. Bansal, R., and A. Yaron. 2005. Risks for the long run: a potential resolution of asset pricing puzzles. Journal of Finance 59:1481-509.
44. Bansal, R., R. F. Dittmar, and C. T. Lundblad. 2005. Consumption, dividends, and the cross section of equity returns. Journal of Finance 60:1639-72.
45. Banz, R. W. 1981. The relationship between return and market value of common stocks. Journal of Financial Economics 9:3-18.
46. Barber, B., R. Lehavy, M. McNichols, and B. Trueman. 2001. Can investors profit from the prophets? Security analyst recommendations and stock returns. Journal of Finance 56:531-63.
47. Barber, B. M., T. Odean, and N. Zhu. 2009. Do retail trades move markets? Review of Financial Studies 22:152-86.
48. Barras, L., O. Scaillet, and R. Wermers. 2010. False discoveries in mutual fund performance: Measuring luck in estimated alphas. Journal of Finance 65:179-216.
49. Basu, S. 1977. Investment performance of common stocks in relation to their price-earnings ratios: a test of the efficient market hypothesis. Journal of Finance 32:663-82.
50. -. 1983. The relationship between earnings' yield, market value and return for NYSE common stocks: further evidence. Journal of Financial Economics 12:129-56.
51. Bauman, W. S., and R. Dowen. 1988. Growth projections and common stock returns. Financial Analyst Journal 44:79-80.
52. Bazdresch, S., F. Belo and X. Lin. 2012. Labor hiring, investment, and stock return predictability in the cross section. Working Paper.
53. Begg, C. B., and J. A. Berlin. 1988. Publication bias: A problem in interpreting medical data. Journal of the Royal Statistical Society Series A 151:419-63.
54. Beneish, M. D. 1997. Detecting GAAP violation: Implications for assessing earnings management among firms with extreme financial performance. Journal of Accounting and Public Policy 16:271-309.
55. Beneish, M. D., C. M. C. Lee, and D. C. Nichols. 2012. Fraud detection and expected returns. Working Paper.
56. Benjamini, Y., and Y. Hochberg. 1995. Controlling the false discovery rate: A practical and powerful approach to multiple testing. Journal of the Royal Statistical Society Series B 57:289-300.
57. Benjamini, Y., and W. Liu. 1999. A step-down multiple hypotheses testing procedure that controls the false discovery rate under independence. Journal of Statistical Planning and Inference 82:163-70.
58. Benjamini, Y., and D. Yekutieli. 2001. The control of the false discovery rate in multiple testing under dependency. Annals of Statistics 29:1165-88.
59. Berkman, H., B. Jacobsen, and J. B. Lee. 2011. Time-varying rare disaster risk and stock returns. Journal of Financial Economics 101:313-32.
60. Bhandari, L. C. 1988. Debt/equity ratio and expected common stock returns: Empirical evidence. Journal of Finance 43:507-28.
61. Black, F. 1972. Capital market equilibrium with restricted borrowing. Journal of Business 45:444-54.
62. Black, F., M. C. Jensen, and M. Scholes. 1972. The capital asset pricing model: Some empirical tests. In Studies in the theory of capital markets, ed. Michael Jensen, 79-121. New York: Praeger.
63. Boguth, O., and L. A. Kuehn. 2012. Consumption volatility risk. Journal of Finance, Forthcoming.
64. Boons, M., F. De Roon, and M. Szymanowska. 2012. The stock market price of commodity risk. Working Paper.
65. Bossaerts, P., and R. M. Dammon. 1994. Tax-induced intertemporal restrictions on security returns. Journal of Finance 49:1347-71.
66. Botosan, C. A. 1997. Disclosure level and the cost of equity capital. Accounting Review 72:323-49.
67. Boudoukh, J., R. Michaely, M. Richardson and M. R. Roberts. 2007. On the importance of measuring payout yield: Implications for empirical asset pricing. Journal of Finance 62:877-915.
68. Boyer, B., T. Mitton, and K. Vorkink. 2010. Expected idiosyncratic skewness. Review of Financial Studies 23:169-202.
69. Bradshaw, M. T., S. A. Richardson, and R. G. Sloan. 2006. The relation between corporate financing activities, analysts' forecasts and stock returns. Journal of Accounting and Economics 42:53-85.
70. Brammer, S., C. Brooks, and S. Pavelin. 2006. Corporate social performance and stock returns: UK evidence from disaggregate measures. Financial Management 35:97-116.
71. Brandt, M., R. Kishore, P. Santa-Clara, and M. Venkatachalam. 2008. Earnings announcements are full of surprises. Working Paper.
72. Breeden, D. T. 1979. An intertemporal asset pricing model with stochastic consumption and investment opportunities. Journal of Financial Economics 7:265-96.
73. Breeden, D. T., M. R. Gibbons, and R. H. Litzenberger. 1989. Empirical test of the consumption-oriented CAPM. Journal of Finance 44:231-62.
74. Brennan, M. J., T. Chordia, and A. Subrahmanyam. 1998. Alternative factor specifications, security characteristics, and the cross-section of expected stock returns. Journal of Financial Economics 49: 345-73.
75. Brennan, M. J., T. Chordia, A. Subrahmanyam, and Q. Tong. 2012. Sell-order liquidity and the cross-section of expected stock returns. Journal of Financial Economics 105:523-41.
76. Brennan, M. J., S. Huh, and A. Subrahmanyam. 2013. The pricing of good and bad private information in the cross-section of expected stock returns. Working Paper.
77. Brennan, M. J., and F. Li. 2008. Agency and asset pricing. Working Paper.
78. Brennan, M. J., and A. Subrahmanyam. 1996. Market microstructure and asset pricing: On the compensation for illiquidity in stock returns. Journal of Financial Economics 41:441-64.
79. Brennan, M. J., A. W. Wang, and Y. Xia. 2004. Estimation and test of a simple model of intertemporal capital asset pricing. Journal of Finance 59:1743-76.
80. Brown, D. A., N. A. Lazar, G. S. Datta, W. Jang, J. E. McDowell. 2014. Incorporating spatial dependence into Bayesian multiple testing of statistical parametric maps in functional neuroimaging. Neuro Image 84: 97-112.
81. Brown, D. P., and B. Rowe. 2007. The productivity premium in equity returns. Working Paper.
82. Burlacu, R., P. Fontaine, S. Jimenez-Garces, and M. S. Seasholes. 2012. Risk and the cross section of stock returns. Journal of Financial Economics 105:511-22.
83. Callen, J. L., M. Khan, and H. Lu. 2013. Accounting quality, stock price delay, and future stock returns. Contemporary Accounting Research 30:269-95.
84. Callen, J. L., and M. R. Lyle. 2011. The term structure of implied costs of equity capital. Working Paper.
85. Campbell, J. Y. 1996. Understanding risk and return. Journal of Political Economy 104:298-345.
86. Campbell, J. Y., S. Giglio, C. Polk, and R. Turley. 2012. An intertemporal CAPM with stochastic volatility. Working Paper.
87. Campbell, J. Y., J. Hilscher, and J. Szilagyi. 2008. In search of distress risk. Journal of Finance 63:2899-939.
88. Campbell, J. Y., and T. Vuolteenaho. 2004. Bad beta, good beta. American Economic Review 94:1249-75.
89. Cao, X., and Y. Xu. 2010. Long-run idiosyncratic volatilities and cross-sectional stock returns. Working Paper.
90. Cao, C., Y. Chen, B. Liang, and A. W. Lo. 2013. Can hedge funds time market liquidity? Journal of Financial Economics 109:493-516.
91. Carhart, M. M. 1997. On persistence in mutual fund performance. Journal of Finance 52:57-82.
92. Cen, L., K. C. J. Wei, and J. Zhang. 2006. Forecasted earnings per share and the cross section of expected stock returns. Working Paper.
93. Chan, K. C., N. Chen, and D. A. Hsieh. 1985. An exploratory investigation of the firm size effect. Journal of Financial Economics 14:451-71.
94. Chan, K. C., S. Foresi, and L. H. P. Lang. 1996. Does money explain asset returns? Theory and empirical analysis. Journal of Finance 51:345-61.
95. Chandrashekar, S., and R. K. S. Rao. 2009. The productivity of corporate cash holdings and the cross-section of expected stock returns. Working Paper.
96. Chang, B.Y., P. Christoffersen, and K. Jacobs. 2012. Market skewness risk and the cross section of stock returns. Journal of Financial Economics, Forthcoming.
97. Chapman, D. A. 1997. Approximating the asset pricing kernel. Journal of Finance 52:1383-410.
98. Chemmanur, T. J., and A. Yan. 2009. Advertising, attention, and stock returns. Working Paper.
99. Chen, J., H. Hong, and J. C. Stein. 2002. Breadth of ownership and stock returns. Journal of Financial Economics 66:171-205.
100. Chen, H., M. Kacperczyk, and H. Ortiz-Molina. 2011. Labor unions, operating flexibility, and the cost of equity. Journal of Financial and Quantitative Analysis 46:25-58.
101. Chen, L., R. Novy-Marx, and L. Zhang. 2011. An alternative three-factor model. Working Paper.
102. Chen, Z., and R. Petkova. 2012. Does idiosyncratic volatility proxy for risk exposure? Review of Financial Studies 25:2745-87.
103. Chen, N. F., R. Roll, and S.A. Ross. 1986. Economic forces and the stock market. Journal of Business 59:383-403.
104. Chen, Z., and I. A. Strebulaev. 2012. Contingent-claim-based expected stock returns. Working Paper.
105. Chopra, N., J. Lakonishok, and J. R. Ritter. 1992. Measuring abnormal performance: do stocks overreact? Journal of Financial Economics 31:235-68.
106. Chordia, T., S. W. Huh, and A. Subrahmanyam. 2009. Theory-based illiquidity and asset pricing. Review of Financial Studies 22:3629-68.
107. Chordia, T., and L. Shivakumar. 2006. Earnings and price momentum. Journal of Financial Economics 80: 627-56.
108. Chordia, T., A. Subrahmanyam, and V. R. Anshuman. 2001. Trading activity and expected stock returns. Journal of Financial Economics 59:3-32.
109. Chordia, T., A. Subrahmanyam, and Q. Tong. 2013. Have capital market anomalies attenuated in the recent era of high liquidity and trading activity?Working Paper.
110. Chung, Y. P., H. Johnson, and M. J. Schill. 2006. Asset pricing when returns are nonnormal: Fama-French factors versus higher-order systematic comoments. Journal of Business 79:923-40.
111. CMS Collaboration. 2012. Observation of a new boson at a mass of 125 GeV with the CMS experiment at the LHC. Physics Letters B 716:30-61.
112. Cochrane, J. H. 1991. Production-based asset pricing and the link between stock returns and economic fluctuations. Journal of Finance 46:209-37.
113. -. 1996. A cross-sectional test of an investment-based asset pricing model. Journal of Political Economy 104:572-621.
114. -. 2011. Presidential Address: Discount Rates. Journal of Finance 66:1047-108.
115. Cohen, L., K. Diether, and C. Malloy. 2013. Misvaluing innovation. Review of Financial Studies 26:635-66.
116. Cohen, L., and A. Frazzini. 2008. Economic links and predictable returns. Journal of Finance 63:1977-2011.
117. Cohen, L., and D. Lou. 2012. Complicated firms. Journal of Financial Economics 104:383-400.
118. Cohen, L., C. Malloy, and L. Pomorski. 2012. Decoding inside information. Journal of Finance 67:1009-43.
119. Cohen, R., C. Polk, and B. Silli. 2009. Best ideas. Working Paper.
120. Conneely, K. N., and M. Boehnke. 2007. So many correlated tests, so little time! Rapid adjustment of P values for multiple correlated tests. American Journal of Human Genetics 81:1158-68.
121. Conrad, J., M. Cooper, and G. Kaul. 2003. Value versus glamour. Journal of Finance 58:1969-96.
122. Conrad, J., R. F. Dittmar, and E. Ghysels. 2013. Ex ante skewness and expected stock returns. Journal of Finance 68:85-124.
123. Constantinides, G. M. 1982. Intertemporal asset pricing with heterogeneous consumers and without demand aggregation. Journal of Business 55:253-67.
124. -. 1986. Capital market equilibrium with transaction costs. Journal of Political Economy 94:842-62.
125. Cooper, M. J., and H. Gulen. 2006. Is time-series-based predictability evident in real time? Journal of Business 79:1263-92.
126. Cooper, M. J., H. Gulen, and A. V. Ovtchinnikov. 2010. Corporate political contributions and stock returns. Journal of Finance 65:687-724.
127. Cooper, M. J., H. Gulen, and M. J. Schill. 2008. Asset growth and the cross-section of stock returns. Journal of Finance 63:1609-51.
128. Cox, J. C., J. E. Ingersoll, Jr., and S. A. Ross. 1985. An intertemporal general equilibrium model of asset pricing. Econometrica 53:363-84.
129. Cremers, K. J. M., M. Halling, and D. Weinbaum. 2010. In search of aggregate jump and volatility risk in the cross-section of stock returns. Working Paper.
130. Cremers, K. J. M., and V. B. Nair. 2005. Governance mechanisms and equity prices. Journal of Finance 60:2859-94.
131. Cremers, K. J. M., V. B. Nair, and K. John. 2009. Takeovers and the cross-section of returns. Review of Financial Studies 22:1409-45.
132. Da, Z. 2009. Cash flow, consumption risk, and the cross-section of stock returns. Journal of Finance 64:923-56.
133. Da, Z., Q. Liu, and E. Schaumburg. 2011. Decomposing short-term return reversal. Working Paper.
134. Da, Z., and E. Schaumburg. 2011. Relative valuation and analyst target price forecasts. Journal of Financial Markets 14:161-92.
135. Da, Z., and M. C. Warachka. 2009. Cash flow risk, systematic earnings revisions, and the cross-section of stock returns. Journal of Financial Economics 94:448-68.
136. -. 2009. Long-term earnings growth forecasts, limited attention, and return predictability. Working Paper.
137. Daniel, K., and S. Titman. 1997. Evidence on the characteristics of cross sectional variation in stock returns. Journal of Finance 52:1-33.
138. -. 2006. Market reactions to tangible and intangible information. Journal of Finance 61:1605-43.
139. -. 2012. Testing factor-model explanations of market anomalies. Critical Finance Review 1:103-39.
140. Datar, V. T., N. Y. Naik, and R. Radcliffe. 1998. Liquidity and stock returns: An alternative test. Journal of Financial Markets 1:203-19.
141. De Bondt, W. F. M., and R. Thaler. 1985. Does the stock market overreact? Journal of Finance 40:793-805.
142. Dichev, I. D. 1998. Is the risk of bankruptcy a systematic risk? Journal of Finance 53:1131-47.
143. Dichev, I. D., and J. D. Piotroski. 2001. The long-run stock returns following bond ratings changes. Journal of Finance 56:173-203.
144. Diether, K. B., C. J. Malloy, and A. Scherbina. 2002. Differences of opinions and the cross section of stock returns. Journal of Finance 57:2113-41.
145. Dittmar, R. F. 2002. Nonlinear pricing kernels, kurtosis preference, and evidence from the cross section of equity returns. Journal of Finance 57:369-403.
146. Donangelo, A. 2012. Labor mobility: Implications for Asset Pricing. Working Paper.
147. Doskov, N., T. Pekkala, and R. M. Ribeiro. 2013. Tradable macro risk factors and the cross-section of stock returns. Working Paper.
148. Douglas, G. W. 1967. Risk in the equity markets: An empirical appraisal of market efficiency. Yale Economic Essays 9:3-48.
149. Doran, J. S., A. Fodor, and D. R. Peterson. 2007. Insiders versus outsiders with employee stock options: Who knows best about future firm risk and implications for stock returns. Working Paper.
150. Doyle, J. T., R. J. Lundholm, and M. T. Soliman. 2003. The predictive value of expenses excluded from pro forma earnings. Review of Accounting Studies 8:145-74.
151. Drake, M. S., L. Rees, and E. P. Swanson. 2011. Should investors follow the prophets or the bears? Evidence on the use of public information by analysts and short sellers. Accounting Review 86: 101-30.
152. Dudoit, S., and M. J. van der Laan. 2008. Multiple testing procedures with applications to Genomics. Springer Series in Statistics. New York.
153. Easley, D., S. Hvidkjaer, and M. O'Hara. 2002. Is information risk a determinant of asset returns? Journal of Finance 57:2185-221.
154. -. 2010. Factoring information into returns. Journal of Financial and Quantitative Analysis 45:293-309.
155. Eberhart, A. C., W. F. Maxwell, and A. R. Siddique. 2004. An examination of long-term abnormal stock returns and operating performance following R&D increases. Journal of Finance 59:623-50.
156. Edelen, R. M., O. S. Ince, and G. B. Kadlec. 2014. Institutional investors and stock return anomalies. Working Paper.
157. Edmans, A. 2011. Does the stock market fully value intangibles? Employee satisfaction and equity prices. Journal of Financial Economics 101:621-40.
158. Efron, B. 1979. Bootstrap methods: Another look at the jackknife. Annals of Statistics 7:1-26.
159. -. 2004. Large-scale simultaneous hypothesis testing: The choice of a null hypothesis. Journal of the American Statistical Association 99:96-104.
160. -. 2008. Microarrays, empirical Bayes, and the two-groups model. Statistical Science 23:1-22.
161. Efron, B., and R. Tibshirani. 2002. Empirical Bayes methods and false discovery rates for microarrays. Genetic Epidemiology 23:70-86.
162. Efron, B., R. Tibshirani, J. D. Storey, and V. Tusher. 2001. Empirical Bayes analysis of a microarray experiment. Journal of the American Statistical Association 96:1151-60.
163. Eiling, E. 2013. Industry-specific human capital, idiosyncratic risk, and the cross-section of expected stock returns. Journal of Finance 68:43-84.
164. Eisfeldt, A. L., and D. Papanikolaou. 2011. Organization capital and the cross-section of expected returns. Working Paper.
165. Elgers, P. T., M. H. Lo, and R. J. Pfeiffer, Jr., 2001. Delayed security price adjustments to financial analysts' forecasts of annual earnings. Accounting Review 76:613-32.
166. Elton, E. J., M. J. Gruber, and C. R. Blake. 1995. Fundamental economic variables, expected returns, and bond fund performance. Journal of Finance 50:1229-56.
167. Elton, E. J., M. J. Gruber, S. Das, and M. Hlavka. 1993. Efficiency with costly information: A reinterpretation of evidence from managed portfolios. Review of Financial Studies 6:1-22.
168. Erb, C. B., C. R. Harvey, and T. E. Viskanta. 1996. Expected returns and volatility in 135 countries. Journal of Portfolio Management 22:46-58.
169. Fabozzi, F. J., K. C. Ma, and B. J. Oliphant. 2008. Sin stock returns. Journal of Portfolio Management 35:82-94.
170. Fairfield, P. M., J. S. Whisenant, and T. L. Yohn. 2003. Accrued earnings and growth: implications for future profitability and market mispricing. Accounting Review 78:353-71.
171. Fama, E. F. 1991. Efficient capital markets: II. Journal of Finance 46:1575-617.
172. Fama, E. F., and K. R. French. 1992. The cross-section of expected stock returns. Journal of Finance 47:427-65.
173. -.1993. Common risk factors in the returns on stocks and bonds, Journal of Financial Economics 33:3-56.
174. -. 2006. Profitability, investment and average returns. Journal of Financial Economics 82:491-518.
175. -. 2010. Luck versus skill in the cross section of mutual fund returns. Journal of Finance 65:1915-47.
176. Fama, E. F., and J. D. MacBeth. 1973. Risk, return, and equilibrium: Empirical tests. Journal of Political Economy 81:607-36.
177. Fang, L., and J. Peress. 2009. Media coverage and the cross-section of stock returns. Journal of Finance 64:2023-52.
178. Farcomeni, A. 2007. A review of modern multiple hypothesis testing, with particular attention to the false discovery proportion. Statistical Methods in Medical Research 17:347-88.
179. Ferson, W. E., and Y. Chen. 2013. How many good and bad fund managers are there, really?Working Paper.
180. Ferson, W. E. and C. R. Harvey. 1991. The variation of economic risk premiums. Journal of Political Economy 99:385-415.
181. -. 1993. The risk and predictability of international equity returns. Review of Financial Studies 6:527-66.
182. -. 1994. Sources of risk and expected returns in global equity markets. Journal of Banking and Finance 18:775-803.
183. -. 1999. Conditioning variables and the cross section of stock returns. Journal of Finance 54:1325-60.
184. Ferson, W. E., S. Nallareddy, and B. Xie. 2012. The "out-of-sample" performance of long run risk models. Journal of Financial Economics, Forthcoming.
185. Figlewski, S. 1981. The informational effects of restrictions on short sales: some empirical evidence. Journal of Financial and Quantitative Analysis 16:463-76.
186. Fogler, H. R., K. John, and J. Tipton. 1981. Three factors, interest rate differentials and stock groups. Journal of Finance 36:323-35.
187. 2. Journal of Finance 52:591-607.
188. Frank, M. Z., and V. K. Goyal. 2009. Capital structure decisions: Which factors are reliably important? Financial Management 38:1-37.
189. Frankel, R., and C. M. C. Lee. 1998. Accounting valuation, market expectation, and cross-sectional stock returns. Journal of Accounting and Economics 25:283-319.
190. Franzoni, F., and J. M. Marin. 2006. Pension plan funding and stock market efficiency. Journal of Finance 61:921-56.
191. Frazzini, A., and L. H. Pedersen. 2013. Betting against beta. Working Paper.
192. Friewald, N., C. Wagner, and J. Zechner. 2012. The cross-section of credit risk premia and equity returns. Working Paper.
193. Fu, F. 2009. Idiosyncratic risk and the cross-section of expected stock returns. Journal of Financial Economics 91:24-37.
194. Fung, W., and D. A. Hsieh. 1997. Empirical characteristics of dynamic trading strategies: The case of hedge funds. Review of Financial Studies 10:275-302.
195. -. 2001. The risk in hedge fund strategies: theory and evidence from trend followers. Review of Financial Studies 14:313-41.
196. Garcia, D., and Ø. Norli. 2012. Geographic dispersion and stock returns. Journal of Financial Economics, Forthcoming.
197. Garlappi, L., and H. Yan. 2011. Financial distress and the cross-section of equity returns. Journal of Finance 66:789-822.
198. Garlappi, L., T. Shu, and H. Yan. 2008. Default risk, shareholder advantage, and stock returns. Reviewof Financial Studies 21:2743-78.
199. Gârleanu, N., L. Kogan, and S. Panageas. 2012. Displacement risk and asset returns. Journal of Financial Economics 105:491-510.
200. Ge, Y., S. Dudoit, and T. P. Speed. 2003. Resampling-based multiple testing for microarray data analysis. Test 12:1-77.
201. George, T. J., and C. Y. Hwang. 2004. The 52-week high and momentum investing. Journal of Finance 59:2145-76.
202. -. 2010. Aresolution of the distress risk and leverage puzzles in the cross section of stock returns. Journal of Financial Economics 96:56-79.
203. Gettleman, E., and J. M. Marks. 2006. Acceleration strategies. Working Paper.
204. Glaeser, E. 2008. Research incentives and empirical methods. In The Foundations of positive and normative economics: A handbook, Chapter 13. Oxford: Oxford University Press.
205. Gokcen, U. 2009. Information revelation and expected stock returns. Working Paper.
206. Gomes, J. F., A. Yaron, and L. Zhang. 2006. Asset pricing implications of firms' financing constraints. Review of Financial Studies 19:1321-56.
207. Gómez, J. P., R. Priestley, and F. Zapatero. 2012. Labor income, relative wealth concerns, and the cross-section of stock returns. Working Paper.
208. Gompers, P. A., and A. Metrick. 2001. Institutional investors and equity prices. Quarterly Journal of Economics 116:229-59.
209. Gompers, P. A., J. L. Ishii, and A. Metrick. 2003. Corporate governance and equity prices. Quarterly Journal of Economics 118:107-55.
210. Gourio, F. 2007. Labor leverage, firms' heterogeneous sensitivities to the business cycle, and the cross-section of expected returns. Working Paper.
211. Gow, I. D., and D. J. Taylor. 2009. Earnings volatility and the cross-section of returns. Working Paper.
212. Green, J., J. R. M. Hand, and X. F. Zhang. 2013a. The supraview of return predictive signals. Review of Accounting Studies 18:692-730.
213. -. 2013b. The remarkable multidimensionality in the cross section of expected US stock returns. Working Paper.
214. Greene, W. H. 2008. Econometric analysis. Upper Saddle River, NJ: Prentice Hall.
215. Griffin, J. M., and M. L. Lemmon. 2002. Book-to-market equity, distress risk, and stock returns. Journal of Finance 57:2317-36.
216. Gu, F. 2005. Innovation, future earnings, and market efficiency. Journal of Accounting, Auditing and Finance 20:385-418.
217. Gu, F., and B. Lev. 2011. Overpriced shares, ill-advised acquisitions, and goodwill impairment. Accounting Review 86:1995-2022.
218. Gu, L., Z. Wang, and J. Ye. 2008. Information in order backlog: Change versus level. Working Paper.
219. Guo, H., and R. Savickas. 2008. Average idiosyncratic volatility in G7 countries. Review of Financial Studies 21:1259-96.
220. Gupta, M. C., and A. R. Ofer. 1975. Investor's expectations of earnings growth, their accuracy and effects on the structure of realized rates of return. Journal of Finance 30:509-23.
221. Hafzalla, N., R. Lundholm, and E. M. Van Winkle. 2011. Percent accruals. Accounting Review 86:209-36.
222. Hahn, J., and H. Lee. 2009. Financial constraints, debt capacity, and the cross-section of stock returns. Journal of Finance 64:891-921.
223. Hameed, A., J. Huang, and G. M. Mian. 2010. Industries and stock return reversals. Working Paper.
224. Han, B., and Y. Zhou. 2011. Term structure of credit default swap spreads and cross-section of stock returns. Working Paper.
225. Han, B., H. M. Kang, and E. Eskin. 2009. Rapid and accurate multiple testing correction and power estimation for millions of correlated markers. PLoS genetics 5:e1000456.
226. Han, Y., and G. Zhou. 2013. Trend factor: A new determinant of cross-section stock returns. Working Paper.
227. Harvey, C.R., and A. Siddique. 2000. Conditional skewness in asset pricing tests. Journal of Finance 55:1263-95.
228. Harvey, C. R., and Y. Liu. 2014a. Multiple testing in economics. Working Paper.
229. -. 2014b. Evaluating trading strategies. Journal of Portfolio Management 40:108-18.
230. -. 2014c. Lucky factors. Working Paper.
231. Hawkins, E. H., S. C. Chamberlin, and W. E. Daniel. 1984. Earnings expectations and security prices. Financial Analysts Journal 40:24-74.
232. Head, A., G. Smith, and J. Wilson. 2007. Would a stock by any other ticker smell as sweet? Quarterly Review of Economics and Finance 49:551-61.
233. Heaton, J., and D. Lucas. 2000. Portfolio choice and asset prices: The importance of entrepreneurial risk. Journal of Finance 55:1163-98.
234. Heckerman, D. G. 1972. Portfolio selection and the structure of capital asset prices when relative prices of consumption goods may change. Journal of Finance 27:47-60.
235. Heckman, J. J. 1979. Sample selection bias as a specification error. Econometrica 47:153-61.
236. Hess, D., D. Kreutzmann, and O. Pucker. 2011. Projected earnings accuracy and profitability of stock recommendations. Working Paper.
237. Hirshleifer, D., P. H. Hsu, and D. Li. 2012. Innovative efficiency and stock returns. Journal of Financial Economics 107:632-54.
238. Hirshleifer, D., and D. Jiang. 2010. A financing-based misvaluation factor and the cross-section of expected returns. Review of Financial Studies 23:3401-36.
239. Hirshleifer, D., K. Kou, S. H. Teoh, and Y. Zhang. 2004. Do investors overvalue firms with bloated balance sheets? Journal of Accounting and Economics 38:297-331.
240. Hochberg, Y. 1988. A sharper Bonferroni procedure for multiple tests of significance. Biometrika 75:800-02.
241. Hochberg, Y., and Y. Benjamini. 1990. More powerful procedures for multiple significance testing. Statistics in Medicine 9:811-18.
242. Hochberg, Y., and A. C. Tamhane. 1987. Multiple comparison procedures. John Wiley & Sons.
243. Holland, B., S. Basu, and F. Sun. 2010. Neglect of multiplicity when testing families of related hypotheses. Working Paper.
244. Holm, S. 1979. Asimple sequentially rejective multiple test procedure. Scandinavian Journal of Statistics 6:65-70.
245. Holthausen, R.W., and D. F. Larcker. 1992. The prediction of stock returns using financial statement information. Journal of Accounting & Economics 15:373-411.
246. Hommel, G. 1988. Astagewise rejective multiple test procedure based on a modified Bonferroni test. Biometrika 75:383-86.
247. Hou, K., G.A. Karolyi, and B. C. Kho. 2011. What factors drive global stock returns? Review of Financial Studies 24:2527-74.
248. Hou, K., and T. J. Moskowitz. 2005. Market frictions, price delay, and the cross-section of expected returns. Review of Financial Studies 18:981-1020.
249. Hou, K., and D. T. Robinson. 2006. Industry concentration and average stock returns. Journal of Finance 61:1927-56.
250. Hou, K., C. Xue, and L. Zhang. 2014. Digesting anomalies:An investment approach. Review of Financial Studies, Forthcoming.
251. Hu, G. X., J. Pan, and J. Wang. 2012. Noise as information for illiquidity. Working Paper.
252. Huang, A. G. 2009. The cross section of cashflow volatility and expected stock returns. Journal of Empirical Finance 16:409-29.
253. Huang, W., Q. Liu, S. G. Rhee, and F. Wu. 2012. Extreme downside risk and expected stock returns. Journal of Banking & Finance 36:1492-502.
254. Hvidkjaer, S. 2008. Small trades and the cross-section of stock returns. Review of Financial Studies 21:1123-51.
255. Imrohoroglu, A., and S. Tuzel. 2011. Firm level productivity, risk, and return. Working Paper.
256. Ioannidis, J. P. A. 2005. Why most published research findings are false? PLoS Medicine 2 e124:696-701.
257. Jacobs, K., and K. Q. Wang. 2004. Idiosyncratic consumption risk and the cross section of asset returns. Journal of Finance 59:2211-52.
258. Jagannathan, R., and Z. Wang. 1996. The conditional CAPM and the cross-section of expected returns. Journal of Finance 51:3-53.
259. Jagannathan, R., and Y. Wang. 2007. Lazy investors, discretionary consumption, and the cross-section of stock returns. Journal of Finance 62:1623-61.
260. Jarrow, R. 1980. Heterogeneous expectations, restrictions on short sales, and equilibrium asset prices. Journal of Finance 35:1105-13.
261. Jefferys, W. H., and J. O. Berger. 1992. Ockham's razor and Bayesian analysis. American Scientist 80:64-72.
262. Jegadeesh, N. 1990. Evidence of predictable behavior of security returns. Journal of Finance 45:881-98.
263. Jegadeesh, N., J. Kim, S. D. Krische, and C. M. C. Lee. 2004. Analyzing the analysts: When do recommendations add value? Journal of Finance 59:1083-124.
264. Jegadeesh, N., and S. Titman. 1993. Returns to buying winners and selling losers: implications for stock market efficiency. Journal of Finance 48:65-91.
265. Jiang, G., C.M. C. Lee, and Y. Zhang. 2005. Information uncertainty and expected returns. Review of Accounting Studies 10:185-221.
266. Jiang, H., and Z. Sun. 2011. Dispersion in beliefs among active mutual funds and the cross-section of stock returns. Working Paper.
267. Johnson, T. L. and E. C. So. 2012. The option to stock volume ratio and future returns. Journal of Financial Economics 106:262-86.
268. Jones, C. M., and O. A. Lamont. 2002. Short-sale constraints and stock returns. Journal of Financial Economics 66:207-39.
269. Kapadia, N. 2011. Tracking down distress risk. Journal of Financial Economics 102:167-82.
270. Kaplan, S. N., and L. Zingales. 1997. Do investment-cash flow sensitivities provide useful measures of financing constraints? Quarterly Journal of Economics 112:169-215.
271. Karolyi, G. A., and B. C. Kho. 2004. Momentum strategies: some bootstrap tests. Journal of Empirical Finance 11:509-36.
272. Kelly, B., and S. Pruitt. 2011. The three-pass regression filter: A new approach to forecasting using many predictors. Working Paper.
273. Kim, C. F., C. Pantzalis, and J. C. Park. 2012. Political geography and stock returns: The value and risk implications of proximity to political power. Journal of Financial Economics 106:196-228.
274. Koijen, R. S. J., T. J. Moskowitz, L. H. Pedersen, and E. B. Vrugt. 2012. Carry. Working Paper.
275. Korajczyk, R. A., and R. Sadka. 2008. Pricing the commonality across alternative measures of liquidity. Journal of Financial Economics 87:45-72.
276. Korniotis, G. M. 2008. Habit formation, incomplete markets, and the significance of regional risk for expected returns. Review of Financial Studies 21:2139-72.
277. Korniotis, G. M., and A. Kumar. 2009. Long Georgia, short Colorado? The geography of return predictability. Working Paper.
278. Kosowski, R., N. Y. Naik, and M. Teo. 2007. Do hedge funds deliver alpha? A Bayesian and bootstrap analysis. Journal of Financial Economics 84:229-64.
279. Kosowski, R., A. Timmermann, R. Wermers, and H. White. 2006. Can mutual fund "stars" really pick stocks? New evidence from a Bootstrap analysis. Journal of Finance 61:2551-95.
280. Kothari, S. P., and J. B. Warner. 2007, Econometrics of event studies. In: Handbook of corporate finance: Empirical corporate finance, Volume I, Ed. B. E. Eckbo, 3-36. Amsterdam: Elsevier.
281. Kraus, A., and R. H. Litzenberger. 1976. Skewness preference and the valuation of risk assets. Journal of Finance 31:1085-100.
282. Kumar, A., and C. M. C. Lee. 2006. Retail investor sentiment and return comovement. Journal of Finance 61:2451-86.
283. Kumar, P., S. M. Sorescu, R. D. Boehme, and B. R. Danielsen. 2008. Estimation risk, information, and the conditional CAPM: Theory and evidence. Review of Financial Studies 21:1037-75.
284. Kyle, A. S. 1985. Continuous auctions and insider trading. Econometrica 53:1315-35.
285. Lamont, O., C. Polk, and J. Saa-Requejo. 2001. Financial constraints and stock returns. Review of Financial Studies 14:529-54.
286. Landsman, W. R., B. L. Miller, K. Peasnell, and S. Yeh. 2011. Do investors understand really dirty surplus? Accounting Review 86:237-58.
287. La Porta, R. 1996. Expectations and the cross-section of stock returns. Journal of Finance 51:1715-42.
288. Larcker, D. F., E. C. So, and C. C. Y. Wang. 2013. Boardroom centrality and firm performance. Journal of Accounting and Economics 55:225-50.
289. Leamer, E. E. 1978. Specification searches: Ad hoc inference with nonexperimental data. New York: John Wiley & Sons.
290. Lee, C. M. C., and B. Swaminathan. 2000. Price momentum and trading volume. Journal of Finance 55:2017-69.
291. Lehavy, R., and R. G. Sloan. 2008. Investor recognition and stock returns. Review of Accounting Studies 13:327-61.
292. Lehmann, E. L., and J. P. Romano. 2005. Generalizations of the familywise error rate. Annals of Statistics 33:1138-54.
293. Lettau, M., and S. Ludvigson. 2001. Resurrecting the (C)CAPM: A cross-sectional test when risk premia are time-varying. Journal of Political Economy 109:1238-87.
294. Lev, B., D. Nissim, and J. Thomas. 2005. On the informational usefulness of R&D capitalization and amortization. Working Paper.
295. Lev, B., B. Sarath, and T. Sougiannis. 2005. R&D reporting biases and their consequences. Contemporary Accounting Research 22:977-1026.
296. Lev, B., and T. Sougiannis. 1996. The capitalization, amortization, and value-relevance of R&D. Journal of Accounting and Economics 21:107-38.
297. Lewellen, J., S. Nagel, and J. Shanken. 2010. A skeptical appraisal of asset pricing tests. Journal of Financial Economics 96:175-94.
298. Liang, Y., and A. Kelemen. 2008. Statistical advances and challenges for analyzing correlated high dimensional SNP data in genomic study for complex diseases. Statistics Surveys 2:43-60.
299. Li, D. 2011. Financial constraints, R&D investment, and stock returns. Review of Financial Studies 24:2975-3007.
300. Li, K. K. 2011. How well do investors understand loss persistence? Review of Accounting Studies 16:630-67.
301. Li, Q., M. Vassalou, and Y. Xing. 2006. Sector investment growth rates and the cross section of equity returns. Journal of Business 79:1637-65.
302. Li, S. Z. 2012. Continuous beta, discontinuous beta, and the cross-section of expected stock returns. Working Paper.
303. Li, X. 2012. Real earnings management and subsequent stock returns. Working Paper.
304. Lin, D. Y. 2005. An efficient Monte Carlo approach to assessing statistical significance in genomic studies. Bioinformatics 21:781-7.
305. Lintner, J. 1965. Security prices, risk, and maximal gains from diversification. Journal of Finance 20:587-615.
306. Lioui, A., and P. Maio. 2012. Interest rate risk and the cross-section of stock returns. Working Paper.
307. Litzenberger, R. H., and K. Ramaswamy. 1979. The effect of personal taxes and dividends on capital asset prices: Theory and empirical evidence. Journal of Financial Economics 7:163-95.
308. Liu, W. 2006. A liquidity-augmented capital asset pricing model. Journal of Financial Economics 82:631-71.
309. Liu, Q., Lei L., Bo S., and H. Yan. 2014. A model of anomaly discovery. Working Paper.
310. Livdan, D., H. Sapriza, and L. Zhang. 2009. Financially constrained stock returns. Journal of Finance 64:1827-62.
311. Lo, A.W., and A. C. Mackinlay. 1990. Data-snooping biases in tests of financial asset pricing models. Review of Financial Studies 3:431-67.
312. Lo, A. W., and J. Wang. 2006. Trading volume: Implications of an intertemporal capital asset pricing model. Journal of Finance 61:2805-40.
313. Loughran, T., and J. R. Ritter. 1995. The new issues puzzle. Journal of Finance 50:23-51.
314. Loughran, T., and A. M. Vijh. 1997. Do long-term shareholders benefit from corporate acquisitions? Journal of Finance 52:1765-90.
315. Lucas, R. E. Jr., 1978. Asset prices in an exchange economy. Econometrica 46:1429-45.
316. Lustig, H. N., and S. G. Van Nieuwerburgh. 2005. Housing collateral, consumption insurance, and risk premia: An empirical perspective. Journal of Finance 60:1167-219.
317. 2 cutoff test. Working Paper.
318. Malloy, C. J., T. J. Moskowitz, and A. Vissing-Jorgensen. 2009. Long-run stockholder consumption risk and asset returns. Journal of Finance 64:2427-79.
319. Markowitz, H. M., and G. L. Xu. 1994. Data mining corrections. Journal of Portfolio Management 21:60-9.
320. Mayshar, J. 1981. Transaction costs and the pricing of assets. Journal of Finance 36:583-97.
321. McConnell, J. J., and G. C. Sanger. 1984. A trading strategy for new listings on the NYSE. Financial Analysts Journal 40:34-8.
322. McLean, R. D., and J. Pontiff. 2015. Does academic research destroy stock return predictability? Journal of Finance, Forthcoming.
323. Meinshausen, N. 2008. Hierarchical testing of variable importance. Biometrika 95:265-78.
324. Meng, C. Y. K., and A. P. Dempster. 1987. A Bayesian approach to the multiplicity problem for significance testing with binomial data. Biometrics 43:301-11.
325. Menzly, L., and O. Ozbas. 2010. Market segmentation and cross-predictability of returns. Journal of Finance 65:1555-80.
326. Merton, R. C. 1973. An intertemporal capital asset pricing model. Econometrica 41:867-87.
327. Michaely, R., R. H. Thaler, and K. L. Womack. 1995. Price reactions to dividend initiations and omissions: overreaction or drift? Journal of Finance 50:573-608.
328. Mohanram, P. S. 2005. Separating winners from losers among low book-to-market stocks using financial statement analysis. Review of Accounting Studies 10:133-70.
329. Moskowitz, T. J., and M. Grinblatt. 1999. Do industries explain momentum? Journal of Finance 54: 1249-90.
330. Moskowitz, T. J., Y. H. Ooi, and L. H. Pedersen. 2012. Time series momentum. Journal of Financial Economics 104:228-50.
331. Mossin, J. 1966. Equilibrium in a capital asset market. Econometrica 34:768-83.
332. Nagel, S. 2005. Short sales, institutional investors and the cross-section of stock returns. Journal of Financial Economics 78:277-309.
333. Narayanamoorthy, G. 2006. Conservatism and cross-sectional variation in the post-earnings announcement drift. Journal of Accounting Research 44:763-89.
334. Nguyen, G. X., and P. E. Swanson. 2009. Firm characteristics, relative efficiency and equity returns. Journal of Financial and Quantitative Analysis 44:213-36.
335. Novy-Marx, R. 2013. The other side of value: The gross profitability premium. Journal of Financial Economics 108:1-28.
336. -. 2014. Predicting anomaly performance with politics, the weather, global warming, sunspots, and the stars. Journal of Financial Economics 112:137-46.
337. Nyberg, P., and S. Pöyry. 2011. Firm expansion and stock price momentum. Working Paper.
338. Ofek, E., M. Richardson, and R. F. Whitelaw. 2004. Limited arbitrage and short sales restrictions: evidence from the options markets. Journal of Financial Economics 74:305-42.
339. Oldfield, G. S. Jr., and R. J. Rogalski. 1981. Treasury bill factors and common stock returns. Journal of Finance 36:337-50.
340. Ortiz-Molina, H., and G. M. Phillips. 2011. Real asset liquidity and the cost of capital. Working Paper.
341. Ou, J. A., and S. H. Penman. 1989. Financial statement analysis and the prediction of stock returns. Journal of Accounting and Economics 11:295-329.
342. Ozoguz, A. 2009. Good times or bad times? Investor's uncertainty and stock returns. Review of Financial Studies 22:4377-422.
343. Palazzo, B. 2012. Cash holdings, risk, and expected returns. Journal of Financial Economics 104:162-85.
344. Papanastasopoulos, G., D. Thomakos, and T. Wang. 2010. The implications of retained and distributed earnings for future profitability and stock returns. Review of Accounting & Finance 9:395-423.
345. Parker, J. A., and C. Julliard. 2005. Consumption risk and the cross section of expected returns. Journal of Political Economy 113:185-222.
346. Pastor, L., and R. F. Stambaugh. 2003. Liquidity risk and expected stock returns. Journal of Political Economy 111:643-85.
347. Patatoukas, P. N. 2011. Customer-base concentration: implications for firm performance and capital markets. Working Paper.
348. Patton, A. J., and A. Timmermann. 2010. Monotonicity in asset returns: New tests with applications to the term structure, the CAPM, and portfolio sorts. Journal of Financial Economics 98:605-25.
349. Penman, S., and X. Zhang. 2002. Modeling sustainable earnings and P/E ratios with financial statement analysis. Working Paper.
350. Pesaran, M. H., and A. Timmermann. 2007. Selection of estimation window in the presence of breaks. Journal of Econometrics 137:134-61.
351. Piotroski, J. D. 2000. Value investing: The use of historical financial statement information to separate winners from losers. Journal of Accounting Research 38:1-41.
352. Pontiff, J., and A. Woodgate. 2008. Share issuance and cross-sectional returns. Journal of Finance 63:921-45.
353. Prakash, R., and N. Sinha. 2012. Deferred revenues and the matching of revenues and expenses. Contemporary Accounting Research Forthcoming.
354. Price, S. M., J. S. Doran, D. R. Peterson, and B. A. Bliss. 2012. Earnings conference calls and stock returns: The incremental informativeness of textual tone. Journal of Banking and Finance 36:992-1011.
355. Pukthuanthong, K., and R. Roll. 2014. A protocol for factor identification. Working Paper.
356. Rajgopal, S., T. Shevlin, and M. Venkatachalam. 2003. Does the stock market fully appreciate the implications of leading indicators for future earnings? Evidence from order backlog. Review of Accounting Studies 8:461-92.
357. 2. Journal of Finance 43:541-66.
358. Romano, J. P., A. M. Shaikh, and M. Wolf. 2008. Formalized data snooping based on generalized error rates. Econometric Theory 24:404-47.
359. Rosenthal, R. 1979. The "file drawer problem" and tolerance for null results. Psychological Bulletin 86:638-41.
360. Ross, S. A. 1989. Regression to the max. Working Paper.
361. Rubinstein, M. E. 1973. The fundamental theorem of parameter-preference security valuation. Journal of Financial and Quantitative Analysis 8:61-69.
362. -. 1974. An aggregation theorem for securities markets. Journal of Financial Economics 1:225-44.
363. Sarkar, S.K. 2002. Some results on false discovery rate in stepwise multiple testing procedure. Annals of Statistics 30:239-57.
364. Sarkar, S. K., and W. Guo. 2009. On a generalized false discovery rate. Annals of Statistics 37:1545-65.
365. Sadka, R. 2006. Momentum and post-earnings-announcement drift anomalies: The role of liquidity risk. Journal of Financial Economics 80:309-49.
366. Saville, D. J. 1990. Multiple comparison procedures: The practical solution. American Statistician 44:174-80.
367. Savov, A. 2011. Asset pricing with garbage. Journal of Finance 66:177-201.
368. Scheffé, H. 1959. The analysis of variance. New York:Wiley.
369. Schweder, T., and E. Spjøtvoll. 1982. Plots of p-values to evaluate many tests simultaneously. Biometrika 69:493-502.
370. Schwert, G. W. 2003. Anomalies and market efficiency. In Handbook of the economics of finance. Eds. G. M. Constantinides, M. Harris, and R. Stulz. Amsterdam: Elsevier Science.
371. Scott, J. G. 2009. Bayesian adjustment for multiplicity. Working Paper.
372. Scott, J. G., and J. O. Berger. 2006. An exploration of aspects of Bayesian multiple testing. Journal of Statistical Planning and Inference 136:2144-62.
373. -. 2010. Bayes and empirical-Bayes multiplicity adjustment in the variable-selection problem. Annuals of Statistics 38:2587-619.
374. Shaffer, J. P. 1995. Multiple hypothesis testing. Annual Review of Psychology 46:561-84.
375. Shanken, J. 1990. Intertemporal asset pricing: An empirical investigation. Journal of Econometrics 45:99-120.
376. Sharpe, W. F. 1964. Capital asset prices: A theory of market equilibrium under conditions of risk. Journal of Finance 19:425-42.
377. Shu, T. 2007. Trader composition, price efficiency, and the cross-section of stock returns. Working Paper.
378. Simes, R. J. 1986. An improved Bonferroni procedure for multiple tests of significance. Biometrika 73:751-54.
379. Simutin, M. 2010. Excess cash and stock returns. Financial Management 39:1197-222.
380. Sloan, R. G. 1996. Do stock prices fully reflect information in accruals and cash flows about future earnings? Accounting Review 71:289-315.
381. So, E. C. 2012. Anew approach to predicting analyst forecast errors: Do investors overweight analyst forecasts? Working Paper.
382. Soliman, M. T. 2008. The use of Du Pont analysis by market participants. Accounting Review 83:823-53.
383. Solnik, B. H. 1974. An equilibrium model of the international capital market. Journal of Economic Theory 8:500-24.
384. Spiess, D. K., and J. Affleck-Graves. 1999. Underperformance in long-run stock returns following seasoned equity offerings. Journal of Financial Economics 38:243-67.
385. -. 1999. The long-run performance of stock returns following debt offerings. Journal of Financial Economics 54:45-73.
386. Storey, J.D. 2003. The positive false discovery rate:ABayesian interpretation and the q-value. Annals of Statistics 31:2013-35.
387. Stulz, R. M. 1981. A model of international asset pricing. Journal of Financial Economics 9:383-406.
388. -. 1986. Asset pricing and expected inflation. Journal of Finance 41:209-23.
389. Sullivan, R., A. Timmermann, and H. White. 1999. Data-snooping, technical trading rule performance, and the bootstrap. Journal of Finance 54:1647-91.
390. -. 2001. Dangers of data mining: The case of calendar effects in stock returns. Journal of Econometrics 105:249-86.
391. Subrahmanyam, A. 2010. The cross-section of expected stock returns: What have we learnt from the past twentyfive years of research?Working Paper.
392. Sun, W., and T. T. Cai. 2009. Large-scale multiple testing under dependence. Journal of the Royal Statistical Society: Series B (Statistical Methodology) 71:393-424.
393. Sweeney, R. J., and A. D. Warga. 1986. The pricing of interest-rate risk: evidence from the stock market. Journal of Finance 41:393-410.
394. Teo, M., and S. J. Woo. 2004. Style effects in the cross-section of stock returns. Journal of Financial Economics 74:367-98.
395. Thomas, J., and F. X. Zhang. 2011. Tax expense momentum. Journal of Accounting Research 49:791-821.
396. Thornton, A., and P. Lee. 2000. Publication bias in meta-analysis: its causes and consequences. Journal of Clinical Epidemiology 53:207-16.
397. Titman, S., K. C. Wei, and F. Xie. 2004. Capital investments and stock returns. Journal of Financial and Quantitative Analysis 39:677-700.
398. Troendle, J. F. 2000. Stepwise normal theory multiple test procedures controlling the false discovery rate. Journal of Statistical Planning and Inference 84:139-58.
399. Todorov, V., and T. Bollerslev. 2010. Jumps and betas: A new framework for disentangling and estimating systematic risks. Journal of Econometrics 157:220-35.
400. Tukey, J. W. 1951. Reminder sheets for "Discussion of paper on multiple comparisons by Henry Scheffe." In The Collected Works of John W. Tukey VIII. Multiple Comparisons: 1948-1983, 469-475. New York: Chapman and Hall.
401. -. 1953. The problem of multiple comparisons. Unpublished manuscript. In The Collected Works of John W. Tukey VIII. Multiple Comparisons: 1948-1983, 1-300. Chapman and Hall, New York.
402. Tuzel, S. 2010. Corporate real estate holdings and the cross-section of stock returns. Review of Financial Studies 23:2268-302.
403. Valta, P. 2013. Strategic default, debt structure, and stock returns. Working Paper.
404. van Binsbergen, J. H. 2012. Good-specific habit formation and the cross-section of expected returns. Working Paper.
405. Vanden, J. M. 2004. Options trading and the CAPM. Review of Financial Studies 17:207-38.
406. -. 2006. Option coskewness and capital asset pricing. Review of Financial Studies 19:1279-320.
407. Vassalou, M. 2003. News related to future GDP growth as a risk factor in equity returns. Journal of Financial Economics 68:47-73.
408. Vassalou, M., and Y. Xing. 2004. Default risk in equity returns. Journal of Finance 59:831-68.
409. Viale, A. M., L. Garcia-Feijoo, and A. Giannetti. 2012. Safety first, robust dynamic asset pricing, and the cross-section of expected stock returns. Working Paper.
410. Wagenmakers, E. J., and P. Grünwald. 2006.ABayesian perspective on hypothesis testing:Acomment on Killeen (2005). Psychological Science 17:641-42.
411. Wahlen, J. M., and M. M. Wieland. 2011. Can financial statement analysis beat consensus analysts' recommendations? Review of Accounting Studies 16:89-115.
412. Wang, Yuan. 2012. Debt covenants and cross-sectional equity returns. Working Paper.
413. Watkins, B. 2003. Riding the wave of sentiment:An analysis of return consistency as a predictor of future returns. Journal of Behavioral Finance 4:191-200.
414. Wei, Z., W. Sun, K. Wang, and H. Hakonarson. 2009. Multiple testing in genome-wide association studies via hidden Markov models. Bioinformatics 25:2802-8.
415. Westfall, P. H., and S. S. Young. 1993. Resampling-based multiple testing. New York: John Wiley & Sons.
416. Welch, I., and A. Goyal. 2008. Acomprehensive look at the empirical performance of equity premium prediction. Review of Financial Studies 21:1455-508.
417. White, H. 2000. A reality check for data snooping. Econometrica 68:1097-126.
418. Whited, T. M., and G. Wu. 2006. Financial constraints risk. Review of Financial Studies 19:531-59.
419. Whittemore, A. S. 2007.ABayesian false discovery rate for multiple testing. Journal of Applied Statistics 34:1-9.
420. Womack, K. L. 1996. Do brokerage analysts' recommendations have investment value? Journal of Finance 51:137-67.
421. Xing, Y. 2008. Interpreting the value effect through the Q-theory:An empirical investigation. Review of Financial Studies 21:1767-95.
422. Xing, Y., X. Zhang, and R. Zhao. 2010. What does the individual option volatility smirk tell us about future equity returns? Journal of Financial & Quantitative Analysis 45:641-62.
423. Yan, S. 2011. Jump risk, stock returns, and slope of implied volatility smile. Journal of Financial Economics 99:216-33.
424. Yekutieli, D., and Y. Benjamini. 1999. Resampling-based false discovery rate controlling multiple test procedures for correlated test statistics. Journal of Statistical Planning and Inference 82:171-96.
425. Yogo, M. 2006. A consumption-based explanation of expected stock returns. Journal of Finance 61:539-80.
426. Zehetmayer, S., and M. Posch. 2010. Post hoc power estimation in large-scale multiple testing problems. Bioinformatics 26:1050-56.
427. Zhao, X. 2012. Information intensity and the cross-section of stock returns. Working Paper.