Do Cross-Sectional Stock Return Predictors Pass the Test without Data-Snooping Bias?
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References listed on IDEAS
- Bajgrowicz, Pierre & Scaillet, Olivier, 2012.
"Technical trading revisited: False discoveries, persistence tests, and transaction costs,"
Journal of Financial Economics, Elsevier, vol. 106(3), pages 473-491.
- Pierre Bajgrowicz & Olivier Scaillet, 2008. "Technical Trading Revisited: False Discoveries, Persistence Tests, and Transaction Costs," Swiss Finance Institute Research Paper Series 08-05, Swiss Finance Institute, revised Jul 2009.
- Ivo Welch & Amit Goyal, 2008.
"A Comprehensive Look at The Empirical Performance of Equity Premium Prediction,"
The Review of Financial Studies, Society for Financial Studies, vol. 21(4), pages 1455-1508, July.
- Amit Goyal & Ivo Welch, 2004. "A Comprehensive Look at the Empirical Performance of Equity Premium Prediction," Yale School of Management Working Papers amz2412, Yale School of Management, revised 01 Jan 2006.
- Amit Goyal & Ivo Welch & Athanasse Zafirov, 2021. "A Comprehensive Look at the Empirical Performance of Equity Premium Prediction II," Swiss Finance Institute Research Paper Series 21-85, Swiss Finance Institute.
- Amit Goval & Ivo Welch, 2004. "A Comprehensive Look at the Empirical Performance of Equity Premium Prediction," NBER Working Papers 10483, National Bureau of Economic Research, Inc.
- Joseph P. Romano & Michael Wolf, 2005.
"Stepwise Multiple Testing as Formalized Data Snooping,"
Econometrica, Econometric Society, vol. 73(4), pages 1237-1282, July.
- Joseph P. Romano & Michael Wolf, 2003. "Stepwise multiple testing as formalized data snooping," Economics Working Papers 712, Department of Economics and Business, Universitat Pompeu Fabra.
- Joseph P. Romano & Michael Wolf, 2003. "Stepwise Multiple Testing as Formalized Data Snooping," Working Papers 17, Barcelona School of Economics.
- repec:cup:jfinqa:v:46:y:2011:i:06:p:1629-1650_00 is not listed on IDEAS
- Andrea L. Eisfeldt & Dimitris Papanikolaou, 2013.
"Organization Capital and the Cross-Section of Expected Returns,"
Journal of Finance, American Finance Association, vol. 68(4), pages 1365-1406, August.
- Dimitris Papanikolaou & Andrea Eisfeldt, 2009. "Organization Capital and the Cross-Section of Expected Returns," 2009 Meeting Papers 671, Society for Economic Dynamics.
- Frederico Belo & Xiaoji Lin & Santiago Bazdresch, 2014.
"Labor Hiring, Investment, and Stock Return Predictability in the Cross Section,"
Journal of Political Economy, University of Chicago Press, vol. 122(1), pages 129-177.
- Xiaoji Lin & Santiago Bazdrech & Frederico Belo, 2009. "Labor Hiring, Investment and Stock Return Predictability in the Cross Section," FMG Discussion Papers dp628, Financial Markets Group.
- Belo, Frederico & Lin, Xiaoji & Bazdresch, Santiago, 2012. "Labor Hiring, Investment, and Stock Return Predictability in the Cross Section," Working Paper Series 2012-17, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
- Bazdrech, Santiago & Belo, Frederico & Lin, Xiaoji, 2009. "Labor hiring, investment and stock return predictability in the cross section," LSE Research Online Documents on Economics 24418, London School of Economics and Political Science, LSE Library.
- Lewellen, Jonathan, 2015. "The Cross-section of Expected Stock Returns," Critical Finance Review, now publishers, vol. 4(1), pages 1-44, June.
- Novy-Marx, Robert, 2013. "The other side of value: The gross profitability premium," Journal of Financial Economics, Elsevier, vol. 108(1), pages 1-28.
- Chordia, Tarun & Subrahmanyam, Avanidhar & Anshuman, V. Ravi, 2001. "Trading activity and expected stock returns," Journal of Financial Economics, Elsevier, vol. 59(1), pages 3-32, January.
- Lee, Kang-Kook & Islam, Md. Rabiul, 2011.
"Financial Development and Financing Constraints in a Developing Country: The Case of Bangladesh,"
Indian Economic Review, Department of Economics, Delhi School of Economics, vol. 46(1), pages 41-67.
- Kang Kook Lee & Md. Rabiul Islam, 2009. "Financial Development And Financing Constraints In A Developing Country - The Case Of Bangladesh," Development Research Unit Working Paper Series 09-09, Monash University, Department of Economics.
- Christopher W. Anderson & Luis Garcia‐Feijóo, 2006. "Empirical Evidence on Capital Investment, Growth Options, and Security Returns," Journal of Finance, American Finance Association, vol. 61(1), pages 171-194, February.
- R. David Mclean & Jeffrey Pontiff, 2016. "Does Academic Research Destroy Stock Return Predictability?," Journal of Finance, American Finance Association, vol. 71(1), pages 5-32, February.
- Jacobs, Heiko, 2015. "What explains the dynamics of 100 anomalies?," Journal of Banking & Finance, Elsevier, vol. 57(C), pages 65-85.
- repec:bla:jfinan:v:59:y:2004:i:5:p:2145-2176 is not listed on IDEAS
- Kewei Hou & Chen Xue & Lu Zhang, 2015. "Editor's Choice Digesting Anomalies: An Investment Approach," The Review of Financial Studies, Society for Financial Studies, vol. 28(3), pages 650-705.
- Kewei Hou & Tobias J. Moskowitz, 2005. "Market Frictions, Price Delay, and the Cross-Section of Expected Returns," The Review of Financial Studies, Society for Financial Studies, vol. 18(3), pages 981-1020.
- Hansen, Peter Reinhard, 2005. "A Test for Superior Predictive Ability," Journal of Business & Economic Statistics, American Statistical Association, vol. 23, pages 365-380, October.
- Amihud, Yakov, 2002. "Illiquidity and stock returns: cross-section and time-series effects," Journal of Financial Markets, Elsevier, vol. 5(1), pages 31-56, January.
- Fama, Eugene F. & French, Kenneth R., 2015. "A five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 116(1), pages 1-22.
- Basu, Sanjoy, 1983. "The relationship between earnings' yield, market value and return for NYSE common stocks : Further evidence," Journal of Financial Economics, Elsevier, vol. 12(1), pages 129-156, June.
- Loughran, Tim & Wellman, Jay W., 2011. "New Evidence on the Relation between the Enterprise Multiple and Average Stock Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(6), pages 1629-1650, December.
- De Bondt, Werner F M & Thaler, Richard, 1985. "Does the Stock Market Overreact?," Journal of Finance, American Finance Association, vol. 40(3), pages 793-805, July.
- Ou, Jane A. & Penman, Stephen H., 1989. "Financial statement analysis and the prediction of stock returns," Journal of Accounting and Economics, Elsevier, vol. 11(4), pages 295-329, November.
- Andrew Ang & Robert J. Hodrick & Yuhang Xing & Xiaoyan Zhang, 2006.
"The Cross‐Section of Volatility and Expected Returns,"
Journal of Finance, American Finance Association, vol. 61(1), pages 259-299, February.
- Andrew Ang & Robert J. Hodrick & Yuhang Xing & Xiaoyan Zhang, 2004. "The Cross-Section of Volatility and Expected Returns," NBER Working Papers 10852, National Bureau of Economic Research, Inc.
- Balakrishnan, Karthik & Bartov, Eli & Faurel, Lucile, 2010. "Post loss/profit announcement drift," Journal of Accounting and Economics, Elsevier, vol. 50(1), pages 20-41, May.
- Laurent Barras & Olivier Scaillet & Russ Wermers, 2010.
"False Discoveries in Mutual Fund Performance: Measuring Luck in Estimated Alphas,"
Journal of Finance, American Finance Association, vol. 65(1), pages 179-216, February.
- Olivier Scaillet & Laurent Barras & Russell R. Wermers, 2005. "False Discoveries in Mutual Fund Performance: Measuring Luck in Estimated Alphas," Working Papers CEB 05-014.RS, ULB -- Universite Libre de Bruxelles.
- Barras, Laurent & Scaillet, Olivier & Wermers, Russ, 2009. "False discoveries in mutual fund performance: Measuring luck in estimated alphas," CFR Working Papers 06-02, University of Cologne, Centre for Financial Research (CFR).
- Laurent BARRAS & Olivier SCAILLET & Russ WERMERS, 2008. "False Discoveries in Mutual Fund Performance: Measuring Luck in Estimated Alphas," Swiss Finance Institute Research Paper Series 08-18, Swiss Finance Institute.
- Laurent BARRAS & Olivier SCAILLET & Russ WERMERS, 2005. "False Discoveries in Mutual Fund Performance: Measuring Luck in Estimated Alphas," FAME Research Paper Series rp163, International Center for Financial Asset Management and Engineering.
- Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
- Jaehoon Hahn & Hangyong Lee, 2009. "Financial Constraints, Debt Capacity, and the Cross‐section of Stock Returns," Journal of Finance, American Finance Association, vol. 64(2), pages 891-921, April.
- Jacob Thomas & Frank X. Zhang, 2011. "Tax Expense Momentum," Journal of Accounting Research, Wiley Blackwell, vol. 49(3), pages 791-821, June.
- Bali, Turan G. & Cakici, Nusret & Whitelaw, Robert F., 2011. "Maxing out: Stocks as lotteries and the cross-section of expected returns," Journal of Financial Economics, Elsevier, vol. 99(2), pages 427-446, February.
- Laura Xiaolei Liu & Toni M. Whited & Lu Zhang, 2009. "Investment-Based Expected Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 117(6), pages 1105-1139, December.
- Titman, Sheridan & Wei, K. C. John & Xie, Feixue, 2004.
"Capital Investments and Stock Returns,"
Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 39(4), pages 677-700, December.
- Sheridan Titman & K.C. John Wei & Feixue Xie, 2003. "Capital Investments and Stock Returns," NBER Working Papers 9951, National Bureau of Economic Research, Inc.
- Richardson, Scott A. & Sloan, Richard G. & Soliman, Mark T. & Tuna, Irem, 2005. "Accrual reliability, earnings persistence and stock prices," Journal of Accounting and Economics, Elsevier, vol. 39(3), pages 437-485, September.
- Eugene F. Fama & Kenneth R. French, 2008. "Dissecting Anomalies," Journal of Finance, American Finance Association, vol. 63(4), pages 1653-1678, August.
- Matti Keloharju & Juhani T. Linnainmaa & Peter Nyberg, 2016. "Return Seasonalities," Journal of Finance, American Finance Association, vol. 71(4), pages 1557-1590, August.
- Bali, Turan G. & Cakici, Nusret, 2008. "Idiosyncratic Volatility and the Cross Section of Expected Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 43(1), pages 29-58, March.
- Yoav Benjamini & Marina Bogomolov, 2014. "Selective inference on multiple families of hypotheses," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 76(1), pages 297-318, January.
- Joseph P. Romano & Michael Wolf, "undated". "Control of Generalized Error Rates in Multiple Testing," IEW - Working Papers 245, Institute for Empirical Research in Economics - University of Zurich.
- Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
- Liu, Weimin, 2006. "A liquidity-augmented capital asset pricing model," Journal of Financial Economics, Elsevier, vol. 82(3), pages 631-671, December.
- Jegadeesh, Narasimhan, 1990. "Evidence of Predictable Behavior of Security Returns," Journal of Finance, American Finance Association, vol. 45(3), pages 881-898, July.
- Yu-Chin Hsu & Chung-Ming Kuan & Meng-Feng Yen, 2014.
"A Generalized Stepwise Procedure with Improved Power for Multiple Inequalities Testing,"
Journal of Financial Econometrics, Oxford University Press, vol. 12(4), pages 730-755.
- Yu-Chin Hsu & Chung-Ming Kuan & Meng-Feng Yen, 2013. "A Generalized Stepwise Procedure with Improved Power for Multiple Inequalities Testing," IEAS Working Paper : academic research 13-A001, Institute of Economics, Academia Sinica, Taipei, Taiwan.
- Han, Yufeng & Yang, Ke & Zhou, Guofu, 2013. "A New Anomaly: The Cross-Sectional Profitability of Technical Analysis," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 48(5), pages 1433-1461, October.
- Lev, B & Thiagarajan, Sr, 1993. "Fundamental Information Analysis," Journal of Accounting Research, Wiley Blackwell, vol. 31(2), pages 190-215.
- Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
- Eugene F. Fama & Kenneth R. French, 2016. "Dissecting Anomalies with a Five-Factor Model," The Review of Financial Studies, Society for Financial Studies, vol. 29(1), pages 69-103.
- Michael J. Cooper & Huseyin Gulen & Michael J. Schill, 2008. "Asset Growth and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 63(4), pages 1609-1651, August.
- Kewei Hou & David T. Robinson, 2006. "Industry Concentration and Average Stock Returns," Journal of Finance, American Finance Association, vol. 61(4), pages 1927-1956, August.
- Genovese, Christopher R. & Wasserman, Larry, 2006. "Exceedance Control of the False Discovery Proportion," Journal of the American Statistical Association, American Statistical Association, vol. 101, pages 1408-1417, December.
- repec:bla:jfinan:v:43:y:1988:i:2:p:507-28 is not listed on IDEAS
- Halbert White, 2000. "A Reality Check for Data Snooping," Econometrica, Econometric Society, vol. 68(5), pages 1097-1126, September.
- Hsu, Po-Hsuan & Hsu, Yu-Chin & Kuan, Chung-Ming, 2010. "Testing the predictive ability of technical analysis using a new stepwise test without data snooping bias," Journal of Empirical Finance, Elsevier, vol. 17(3), pages 471-484, June.
- Chan, Louis K C & Jegadeesh, Narasimhan & Lakonishok, Josef, 1996. "Momentum Strategies," Journal of Finance, American Finance Association, vol. 51(5), pages 1681-1713, December.
- Palazzo, Berardino, 2012. "Cash holdings, risk, and expected returns," Journal of Financial Economics, Elsevier, vol. 104(1), pages 162-185.
- Banz, Rolf W., 1981. "The relationship between return and market value of common stocks," Journal of Financial Economics, Elsevier, vol. 9(1), pages 3-18, March.
- Novy-Marx, Robert, 2012. "Is momentum really momentum?," Journal of Financial Economics, Elsevier, vol. 103(3), pages 429-453.
- Jegadeesh, Narasimhan & Livnat, Joshua, 2006. "Revenue surprises and stock returns," Journal of Accounting and Economics, Elsevier, vol. 41(1-2), pages 147-171, April.
- Kent Daniel & Sheridan Titman, 2006.
"Market Reactions to Tangible and Intangible Information,"
Journal of Finance, American Finance Association, vol. 61(4), pages 1605-1643, August.
- Kent Daniel & Sheridan Titman, 2003. "Market Reactions to Tangible and Intangible Information," NBER Working Papers 9743, National Bureau of Economic Research, Inc.
- Ball, Ray, 1978. "Anomalies in relationships between securities' yields and yield-surrogates," Journal of Financial Economics, Elsevier, vol. 6(2-3), pages 103-126.
- Jegadeesh, Narasimhan & Titman, Sheridan, 1993. "Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency," Journal of Finance, American Finance Association, vol. 48(1), pages 65-91, March.
- Beaver, William & McNichols, Maureen & Price, Richard, 2007. "Delisting returns and their effect on accounting-based market anomalies," Journal of Accounting and Economics, Elsevier, vol. 43(2-3), pages 341-368, July.
- Collins, Daniel W. & Hribar, Paul, 2000. "Earnings-based and accrual-based market anomalies: one effect or two?," Journal of Accounting and Economics, Elsevier, vol. 29(1), pages 101-123, February.
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- Dichtl, Hubert & Drobetz, Wolfgang & Neuhierl, Andreas & Wendt, Viktoria-Sophie, 2021. "Data snooping in equity premium prediction," International Journal of Forecasting, Elsevier, vol. 37(1), pages 72-94.
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More about this item
Keywords
anomalies; data-snooping bias; stock return predictability; portfolio strategies;All these keywords.
JEL classification:
- G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
- G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
- G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
NEP fields
This paper has been announced in the following NEP Reports:- NEP-FMK-2017-01-22 (Financial Markets)
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