IDEAS home Printed from https://ideas.repec.org/p/ecl/ohidic/2006-23.html
   My bibliography  Save this paper

R2 and Price Inefficiency

Author

Listed:
  • Hou, Kewei

    (Ohio State U)

  • Peng, Lin

    (Baruch College, City U of New York)

  • Xiong, Wei

    (Princeton U)

Abstract

Motivated by the recent debate on return R2 as an information-efficiency measure, this paper proposes and examines a new hypothesis that R2 is related to investors’ biases in processing information. We provide a model to show that R2 decreases with the degree of the marginal investor’s overreaction to firm-specific information. This theoretical result motivates an empirical hypothesis that stocks with lower R2 should exhibit more pronounced overreaction-driven price momentum. Empirically, we confirm that such a negative relationship between R2 and price momentum exists, and find this relationship robust to controls for risk as well as several alternative mechanisms, such as slow information diffusion, information uncertainty, fundamental R2 and illiquidity. Furthermore, we also document stronger long-run price reversals for stocks with lower R2. Taken together, our results suggest that return R2 could be related to price inefficiency.

Suggested Citation

  • Hou, Kewei & Peng, Lin & Xiong, Wei, 2006. "R2 and Price Inefficiency," Working Paper Series 2006-23, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
  • Handle: RePEc:ecl:ohidic:2006-23
    as

    Download full text from publisher

    File URL: http://www.cob.ohio-state.edu/fin/dice/papers/2006/2006-23.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Peng, Lin & Xiong, Wei, 2006. "Investor attention, overconfidence and category learning," Journal of Financial Economics, Elsevier, vol. 80(3), pages 563-602, June.
    2. Atiase, Rk, 1985. "Predisclosure Information, Firm Capitalization, And Security Price Behavior Around Earnings Announcements," Journal of Accounting Research, Wiley Blackwell, vol. 23(1), pages 21-36.
    3. Harrison Hong & Terence Lim & Jeremy C. Stein, 2000. "Bad News Travels Slowly: Size, Analyst Coverage, and the Profitability of Momentum Strategies," Journal of Finance, American Finance Association, vol. 55(1), pages 265-295, February.
    4. De Long, J Bradford, et al, 1990. "Positive Feedback Investment Strategies and Destabilizing Rational Speculation," Journal of Finance, American Finance Association, vol. 45(2), pages 379-395, June.
    5. Harrison Hong & Jeremy C. Stein, 1999. "A Unified Theory of Underreaction, Momentum Trading, and Overreaction in Asset Markets," Journal of Finance, American Finance Association, vol. 54(6), pages 2143-2184, December.
    6. John Y. Campbell & Martin Lettau & Burton G. Malkiel & Yexiao Xu, 2001. "Have Individual Stocks Become More Volatile? An Empirical Exploration of Idiosyncratic Risk," Journal of Finance, American Finance Association, vol. 56(1), pages 1-43, February.
    7. West, Kenneth D, 1988. "Dividend Innovations and Stock Price Volatility," Econometrica, Econometric Society, vol. 56(1), pages 37-61, January.
    8. Karl B. Diether & Christopher J. Malloy & Anna Scherbina, 2002. "Differences of Opinion and the Cross Section of Stock Returns," Journal of Finance, American Finance Association, vol. 57(5), pages 2113-2141, October.
    9. Wurgler, Jeffrey, 2000. "Financial markets and the allocation of capital," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 187-214.
    10. Randall Morck & Bernard Yeung & Wayne Yu, 1999. "The Information Content of Stock Markets: Why Do Emerging Markets Have Synchronous Stock Price Movements?," Harvard Institute of Economic Research Working Papers 1879, Harvard - Institute of Economic Research.
    11. Paul A. Gompers & Andrew Metrick, 2001. "Institutional Investors and Equity Prices," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 229-259.
    12. Shleifer, Andrei & Vishny, Robert W, 1997. "The Limits of Arbitrage," Journal of Finance, American Finance Association, vol. 52(1), pages 35-55, March.
    13. Kewei Hou & Tobias J. Moskowitz, 2005. "Market Frictions, Price Delay, and the Cross-Section of Expected Returns," Review of Financial Studies, Society for Financial Studies, vol. 18(3), pages 981-1020.
    14. 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.
    15. Artyom Durnev & Randall Morck & Bernard Yeung & Paul Zarowin, 2003. "Does Greater Firm‐Specific Return Variation Mean More or Less Informed Stock Pricing?," Journal of Accounting Research, Wiley Blackwell, vol. 41(5), pages 797-836, December.
    16. 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.
    17. Jin, Li & Myers, Stewart C., 2006. "R2 around the world: New theory and new tests," Journal of Financial Economics, Elsevier, vol. 79(2), pages 257-292, February.
    18. Falkenstein, Eric G, 1996. "Preferences for Stock Characteristics as Revealed by Mutual Fund Portfolio Holdings," Journal of Finance, American Finance Association, vol. 51(1), pages 111-135, March.
    19. 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.
    20. Patrick J. Kelly, 2014. "Information Efficiency and Firm-Specific Return Variation," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 4(04), pages 1-44.
    21. Badrinath, S G & Kale, Jayant R & Noe, Thomas H, 1995. "Of Shepherds, Sheep, and the Cross-autocorrelations in Equity Returns," Review of Financial Studies, Society for Financial Studies, vol. 8(2), pages 401-430.
    22. Artyom Durnev & Randall Morck & Bernard Yeung, 2001. "Does Firm-specific Information in Stock Prices Guide Capital Allocation?," NBER Working Papers 8093, National Bureau of Economic Research, Inc.
    23. Jegadeesh, Narasimhan, 1990. "Evidence of Predictable Behavior of Security Returns," Journal of Finance, American Finance Association, vol. 45(3), pages 881-898, July.
    24. Daniel, Kent, et al, 1997. "Measuring Mutual Fund Performance with Characteristic-Based Benchmarks," Journal of Finance, American Finance Association, vol. 52(3), pages 1035-1058, July.
    25. Brad M. Barber & Terrance Odean, 2000. "Trading Is Hazardous to Your Wealth: The Common Stock Investment Performance of Individual Investors," Journal of Finance, American Finance Association, vol. 55(2), pages 773-806, April.
    26. 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.
    27. Kent Daniel & David Hirshleifer & Avanidhar Subrahmanyam, 1998. "Investor Psychology and Security Market Under- and Overreactions," Journal of Finance, American Finance Association, vol. 53(6), pages 1839-1885, December.
    28. Shiller, Robert J, 1981. "Do Stock Prices Move Too Much to be Justified by Subsequent Changes in Dividends?," American Economic Review, American Economic Association, vol. 71(3), pages 421-436, June.
    29. Collins, Daniel W. & Kothari, S. P. & Rayburn, Judy Dawson, 1987. "Firm size and the information content of prices with respect to earnings," Journal of Accounting and Economics, Elsevier, vol. 9(2), pages 111-138, July.
    30. John M. Griffin & Xiuqing Ji & J. Spencer Martin, 2003. "Momentum Investing and Business Cycle Risk: Evidence from Pole to Pole," Journal of Finance, American Finance Association, vol. 58(6), pages 2515-2547, December.
    31. Paul J. Irvine & Jeffrey Pontiff, 2009. "Idiosyncratic Return Volatility, Cash Flows, and Product Market Competition," Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1149-1177, March.
    32. Charles M.C. Lee & Bhaskaran Swaminathan, 2000. "Price Momentum and Trading Volume," Journal of Finance, American Finance Association, vol. 55(5), pages 2017-2069, October.
    33. 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.
    34. Chan, Kalok & Hameed, Allaudeen, 2006. "Stock price synchronicity and analyst coverage in emerging markets," Journal of Financial Economics, Elsevier, vol. 80(1), pages 115-147, April.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Jacobs, Heiko, 2015. "What explains the dynamics of 100 anomalies?," Journal of Banking & Finance, Elsevier, vol. 57(C), pages 65-85.
    2. Yang, Xuebing & Zhang, Huilan, 2019. "Extreme absolute strength of stocks and performance of momentum strategies," Journal of Financial Markets, Elsevier, vol. 44(C), pages 71-90.
    3. Patrick J. Kelly, 2014. "Information Efficiency and Firm-Specific Return Variation," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 4(04), pages 1-44.
    4. Li, Fengyu & Liu, Mark H. & Shi, Yongdong (Eric), 2017. "Institutional ownership around stock splits," Pacific-Basin Finance Journal, Elsevier, vol. 46(PA), pages 14-40.
    5. Chai, Daniel & Chiah, Mardy & Zhong, Angel & Li, Bob, 2022. "Another look at sources of momentum profits," International Review of Economics & Finance, Elsevier, vol. 79(C), pages 310-323.
    6. Nick Inglis & Bruce Vanstone & Tobias Hahn, 2019. "Modelling momentum winner/loser asymmetry: the sources of winner and loser returns in the ASX200 and S&P500," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 59(S1), pages 657-684, April.
    7. Rajgopal, Shiva & Venkatachalam, Mohan, 2011. "Financial reporting quality and idiosyncratic return volatility," Journal of Accounting and Economics, Elsevier, vol. 51(1-2), pages 1-20, February.
    8. Steven Chong Xiao, 2020. "Do Noisy Stock Prices Impede Real Efficiency?," Management Science, INFORMS, vol. 66(12), pages 5990-6014, December.
    9. Rajgopal, Shiva & Venkatachalam, Mohan, 2011. "Financial reporting quality and idiosyncratic return volatility," Journal of Accounting and Economics, Elsevier, vol. 51(1), pages 1-20.
    10. Krauss, Christopher & Beerstecher, Daniel & Krüger, Tom, 2015. "Feasible earnings momentum in the U.S. stock market: An investor's perspective," FAU Discussion Papers in Economics 12/2015, Friedrich-Alexander University Erlangen-Nuremberg, Institute for Economics.
    11. Li, Mingsheng & Liu, Desheng & Peng, Hongfeng & Zhang, Luxiu, 2020. "Does low synchronicity mean more or less informative prices? Evidence from an emerging market," Journal of Financial Stability, Elsevier, vol. 51(C).
    12. Zaremba, Adam & Bianchi, Robert J. & Mikutowski, Mateusz, 2021. "Long-run reversal in commodity returns: Insights from seven centuries of evidence," Journal of Banking & Finance, Elsevier, vol. 133(C).
    13. Zaremba, Adam, 2019. "Cross-sectional seasonalities in international government bond returns," Journal of Banking & Finance, Elsevier, vol. 98(C), pages 80-94.
    14. Sie Ting Lau & Lilian Ng & Bohui Zhang, 2012. "Information Environment and Equity Risk Premium Volatility Around the World," Management Science, INFORMS, vol. 58(7), pages 1322-1340, July.
    15. Chang, Eric C. & Cheng, Joseph W. & Pinegar, J. Michael & Yu, Yinghui, 2012. "Short-sale constraints: Reductions in costs of capital or overvaluation? Evidence from Hong Kong," Pacific-Basin Finance Journal, Elsevier, vol. 20(3), pages 506-520.
    16. Moumen, Néjia & Ben Othman, Hakim & Hussainey, Khaled, 2016. "Board structure and the informativeness of risk disclosure: Evidence from MENA emerging markets," Advances in accounting, Elsevier, vol. 35(C), pages 82-97.
    17. Cai, Jinghan & Xia, Le, 2014. "When R2 meets the short-sales constraints," Economics Letters, Elsevier, vol. 125(3), pages 336-339.
    18. Nianhang Xu & Nian Li & Rongrong Xie & Kam C. Chan, 2022. "The power of the market over government officials: Evidence from an anticorruption campaign in China," Financial Management, Financial Management Association International, vol. 51(4), pages 995-1030, December.
    19. Muñoz, Francisco, 2013. "Liquidity and firm investment: Evidence for Latin America," Journal of Empirical Finance, Elsevier, vol. 20(C), pages 18-29.
    20. Pedraza, Alvaro, 2019. "Strategic information aggregation and learning from prices," Journal of Corporate Finance, Elsevier, vol. 58(C), pages 208-225.
    21. Zaremba, Adam & Umutlu, Mehmet & Karathanasopoulos, Andreas, 2019. "Alpha momentum and alpha reversal in country and industry equity indexes," Journal of Empirical Finance, Elsevier, vol. 53(C), pages 144-161.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wu, Yuliang & Mazouz, Khelifa, 2016. "Long-term industry reversals," Journal of Banking & Finance, Elsevier, vol. 68(C), pages 236-250.
    2. Adam Zaremba & Jacob Koby Shemer, 2018. "Price-Based Investment Strategies," Springer Books, Springer, number 978-3-319-91530-2, November.
    3. Cohen, Randolph B. & Gompers, Paul A. & Vuolteenaho, Tuomo, 2002. "Who underreacts to cash-flow news? evidence from trading between individuals and institutions," Journal of Financial Economics, Elsevier, vol. 66(2-3), pages 409-462.
    4. Kewei Hou & Lin Peng & Wei Xiong, 2013. "Is R-Squared a Measure of Market Inefficiency?," Working Papers 2013-8, Princeton University. Economics Department..
    5. David Hirshleife, 2015. "Behavioral Finance," Annual Review of Financial Economics, Annual Reviews, vol. 7(1), pages 133-159, December.
    6. Jungshik Hur & Vivek Singh, 2016. "Reexamining momentum profits: Underreaction or overreaction to firm-specific information?," Review of Quantitative Finance and Accounting, Springer, vol. 46(2), pages 261-289, February.
    7. Patrick J. Kelly, 2014. "Information Efficiency and Firm-Specific Return Variation," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 4(04), pages 1-44.
    8. Kothari, S. P., 2001. "Capital markets research in accounting," Journal of Accounting and Economics, Elsevier, vol. 31(1-3), pages 105-231, September.
    9. Aboulamer, Anas & Kryzanowski, Lawrence, 2016. "Are idiosyncratic volatility and MAX priced in the Canadian market?," Journal of Empirical Finance, Elsevier, vol. 37(C), pages 20-36.
    10. Atilgan, Yigit & Bali, Turan G. & Demirtas, K. Ozgur & Gunaydin, A. Doruk, 2020. "Left-tail momentum: Underreaction to bad news, costly arbitrage and equity returns," Journal of Financial Economics, Elsevier, vol. 135(3), pages 725-753.
    11. Thanh Huong Nguyen, 2019. "Information and Noise in Stock Markets: Evidence on the Determinants and Effects Using New Empirical Measures," PhD Thesis, Finance Discipline Group, UTS Business School, University of Technology, Sydney, number 7-2019.
    12. Hur, Jungshik & Singh, Vivek, 2019. "How do disposition effect and anchoring bias interact to impact momentum in stock returns?," Journal of Empirical Finance, Elsevier, vol. 53(C), pages 238-256.
    13. Chue, Timothy K. & Gul, Ferdinand A. & Mian, G. Mujtaba, 2019. "Aggregate investor sentiment and stock return synchronicity," Journal of Banking & Finance, Elsevier, vol. 108(C).
    14. Doran, James & Jiang, Danling & Peterson, David, 2007. "Short-Sale Constraints and the Non-January Idiosyncratic Volatility Puzzle," MPRA Paper 4995, University Library of Munich, Germany.
    15. Zhu, Zhaobo & Duan, Xinrui & Sun, Licheng & Tu, Jun, 2019. "Momentum and reversal: The role of short selling," Journal of Economic Dynamics and Control, Elsevier, vol. 104(C), pages 95-110.
    16. Doron Avramov & Guy Kaplanski & Avanidhar Subrahmanyam, 2022. "Postfundamentals Price Drift in Capital Markets: A Regression Regularization Perspective," Management Science, INFORMS, vol. 68(10), pages 7658-7681, October.
    17. Andy C W Chui & Avanidhar Subrahmanyam & Sheridan Titman, 2022. "Momentum, Reversals, and Investor Clientele [Illiquidity and stock returns: Cross-section and time-series effects]," Review of Finance, European Finance Association, vol. 26(2), pages 217-255.
    18. Savor, Pavel G., 2012. "Stock returns after major price shocks: The impact of information," Journal of Financial Economics, Elsevier, vol. 106(3), pages 635-659.
    19. Peter Nyberg & Salla Pöyry, 2014. "Firm Expansion and Stock Price Momentum," Review of Finance, European Finance Association, vol. 18(4), pages 1465-1505.
    20. Yukun Liu & Aleh Tsyvinski & Xi Wu, 2022. "Common Risk Factors in Cryptocurrency," Journal of Finance, American Finance Association, vol. 77(2), pages 1133-1177, April.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ecl:ohidic:2006-23. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/cdohsus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.