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The dispersion anomaly and analyst recommendations

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  • Jorida Papakroni

    (Franklin & Marshall College)

Abstract

The main objective of this study is to distinguish whether the forecast dispersion anomaly is due to Miller’s (J Finance 32(4):1151–1168, 1977) overpricing hypothesis or idiosyncratic risk, by conditioning the sample on “buy” and “sell” consensus recommendations. Observations on the long and short possibilities provided to the investors by the analyst stock recommendations can help us infer on the impact of short sale constraints even though they are not directly observed. This study provides strong evidence that the impact of analyst forecast dispersion is more pronounced in the group of stocks that receive the least favorable recommendations in a given period, even after controlling for the idiosyncratic risk, Fama–French factors (J Financ Econ 33(1):3–56, 1993; J Financ Econ 116(1):1–22, 2015) and even short-sale constraints. These results are consistent with Miller’s (1977) hypothesis, according to which if short-sale constraints bind, high opinion divergence stocks become overpriced and hence have low subsequent returns.

Suggested Citation

  • Jorida Papakroni, 2018. "The dispersion anomaly and analyst recommendations," Review of Quantitative Finance and Accounting, Springer, vol. 50(3), pages 861-896, April.
    • Handle: RePEc:kap:rqfnac:v:50:y:2018:i:3:d:10.1007_s11156-017-0649-6
    DOI: 10.1007/s11156-017-0649-6
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    1. Yonca Ertimur & Jayanthi Sunder & Shyam V. Sunder, 2007. "Measure for Measure: The Relation between Forecast Accuracy and Recommendation Profitability of Analysts," Journal of Accounting Research, Wiley Blackwell, vol. 45(3), pages 567-606, June.
    2. Miller, Edward M, 1977. "Risk, Uncertainty, and Divergence of Opinion," Journal of Finance, American Finance Association, vol. 32(4), pages 1151-1168, September.
    3. Lin, Hsiou-wei & McNichols, Maureen F., 1998. "Underwriting relationships, analysts' earnings forecasts and investment recommendations," Journal of Accounting and Economics, Elsevier, vol. 25(1), pages 101-127, February.
    4. 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.
    5. Eunju Lee, 2016. "Short selling and market mispricing," Review of Quantitative Finance and Accounting, Springer, vol. 47(3), pages 797-833, October.
    6. Amitabh Dugar & Siva Nathan, 1995. "The Effect of Investment Banking Relationships on Financial Analysts' Earnings Forecasts and Investment Recommendations," Contemporary Accounting Research, John Wiley & Sons, vol. 12(1), pages 131-160, September.
    7. Figlewski, Stephen, 1981. "The Informational Effects of Restrictions on Short Sales: Some Empirical Evidence," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 16(4), pages 463-476, November.
    8. Jason D. Fink & Kristin E. Fink & Hui He, 2012. "Expected Idiosyncratic Volatility Measures and Expected Returns," Financial Management, Financial Management Association International, vol. 41(3), pages 519-553, September.
    9. Affleck-Graves, John & Hegde, Shantaram P & Miller, Robert E, 1994. "Trading Mechanisms and the Components of the Bid-Ask Spread," Journal of Finance, American Finance Association, vol. 49(4), pages 1471-1488, September.
    10. Varian, Hal R, 1985. "Divergence of Opinion in Complete Markets: A Note," Journal of Finance, American Finance Association, vol. 40(1), pages 309-317, March.
    11. Womack, Kent L, 1996. "Do Brokerage Analysts' Recommendations Have Investment Value?," Journal of Finance, American Finance Association, vol. 51(1), pages 137-167, March.
    12. Duffie, Darrell & Garleanu, Nicolae & Pedersen, Lasse Heje, 2002. "Securities lending, shorting, and pricing," Journal of Financial Economics, Elsevier, vol. 66(2-3), pages 307-339.
    13. 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.
    14. Fama, Eugene F. & French, Kenneth R., 2015. "A five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 116(1), pages 1-22.
    15. Liang, Bing, 1999. "Price Pressure: Evidence from the "Dartboard" Column," The Journal of Business, University of Chicago Press, vol. 72(1), pages 119-134, January.
    16. Barber, Brad M. & Loeffler, Douglas, 1993. "The “Dartboard” Column: Second-Hand Information and Price Pressure," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 28(2), pages 273-284, June.
    17. Michael Ewens & Charles M. Jones & Matthew Rhodes-Kropf, 2013. "The Price of Diversifiable Risk in Venture Capital and Private Equity," The Review of Financial Studies, Society for Financial Studies, vol. 26(8), pages 1854-1889.
    18. 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.
    19. Bokhyeon Baik & Cheolbeom Park, 2003. "Dispersion of analysts' expectations and the cross-section of stock returns," Applied Financial Economics, Taylor & Francis Journals, vol. 13(11), pages 829-839.
    20. Jones, Charles M. & Lamont, Owen A., 2002. "Short-sale constraints and stock returns," Journal of Financial Economics, Elsevier, vol. 66(2-3), pages 207-239.
    21. 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.
    22. Asquith, Paul & Pathak, Parag A. & Ritter, Jay R., 2005. "Short interest, institutional ownership, and stock returns," Journal of Financial Economics, Elsevier, vol. 78(2), pages 243-276, November.
    23. Guo, Hui & Kassa, Haimanot & Ferguson, Michael F., 2014. "On the Relation between EGARCH Idiosyncratic Volatility and Expected Stock Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 49(1), pages 271-296, February.
    24. Zhanhui Chen & Ralitsa Petkova, 2012. "Does Idiosyncratic Volatility Proxy for Risk Exposure?," The Review of Financial Studies, Society for Financial Studies, vol. 25(9), pages 2745-2787.
    25. Stephen J Ciccone, 2003. "Forecast dispersion and error versus size, book-to-market ratio and momentum: A comparison of anomalies from 1992 to 2001," Journal of Asset Management, Palgrave Macmillan, vol. 3(4), pages 333-344, March.
    26. Robert F. Stambaugh & Jianfeng Yu & Yu Yuan, 2015. "Arbitrage Asymmetry and the Idiosyncratic Volatility Puzzle," Journal of Finance, American Finance Association, vol. 70(5), pages 1903-1948, October.
    27. Javier Vidal-García & Marta Vidal & Duc Khuong Nguyen, 2016. "Do liquidity and idiosyncratic risk matter? Evidence from the European mutual fund market," Review of Quantitative Finance and Accounting, Springer, vol. 47(2), pages 213-247, August.
    28. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    29. Merton, Robert C, 1987. "A Simple Model of Capital Market Equilibrium with Incomplete Information," Journal of Finance, American Finance Association, vol. 42(3), pages 483-510, July.
    30. 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.
    31. repec:bla:jfinan:v:59:y:2004:i:3:p:1083-1124 is not listed on IDEAS
    32. Dechow, Patricia M. & Hutton, Amy P. & Meulbroek, Lisa & Sloan, Richard G., 2001. "Short-sellers, fundamental analysis, and stock returns," Journal of Financial Economics, Elsevier, vol. 61(1), pages 77-106, July.
    33. Francis, J & Philbrick, D, 1993. "Analysts Decisions As Products Of A Multitask Environment," Journal of Accounting Research, Wiley Blackwell, vol. 31(2), pages 216-230.
    34. Orie E. Barron & Mary Harris Stanford & Yong Yu, 2009. "Further Evidence on the Relation between Analysts' Forecast Dispersion and Stock Returns," Contemporary Accounting Research, John Wiley & Sons, vol. 26(2), pages 329-357, June.
    35. Brent, Averil & Morse, Dale & Stice, E. Kay, 1990. "Short Interest: Explanations and Tests," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 25(2), pages 273-289, June.
    36. Nicholas Barberis & Ming Huang, 2001. "Mental Accounting, Loss Aversion, and Individual Stock Returns," Journal of Finance, American Finance Association, vol. 56(4), pages 1247-1292, August.
    37. Stambaugh, Robert F. & Yu, Jianfeng & Yuan, Yu, 2012. "The short of it: Investor sentiment and anomalies," Journal of Financial Economics, Elsevier, vol. 104(2), pages 288-302.
    38. Chen, Jeng-Hong & Jiang, Christine X. & Kim, Jang-Chul & McInish, Thomas H., 2003. "Bid-Ask Spreads, Information Asymmetry, and Abnormal Investor Sentiment: Evidence from Closed-End Funds," Review of Quantitative Finance and Accounting, Springer, vol. 21(4), pages 303-321, December.
    39. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    40. Michael Eames & Steven M. Glover & Jane Kennedy, 2002. "The Association between Trading Recommendations and Broker‐Analysts’ Earnings Forecasts," Journal of Accounting Research, Wiley Blackwell, vol. 40(1), pages 85-104, March.
    41. Avramov, Doron & Chordia, Tarun & Jostova, Gergana & Philipov, Alexander, 2013. "Anomalies and financial distress," Journal of Financial Economics, Elsevier, vol. 108(1), pages 139-159.
    42. Beneish, Messod D, 1991. "Stock Prices and the Dissemination of Analysts' Recommendations," The Journal of Business, University of Chicago Press, vol. 64(3), pages 393-416, July.
    43. Liu, Pu & Smith, Stanley D. & Syed, Azmat A., 1990. "Stock Price Reactions to The Wall Street Journal's Securities Recommendations," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 25(3), pages 399-410, September.
    44. Baljit Sidhu & Hwee Cheng Tan, 2011. "The Performance of Equity Analysts During the Global Financial Crisis," Australian Accounting Review, CPA Australia, vol. 21(1), pages 32-43, March.
    45. Glosten, Lawrence R. & Milgrom, Paul R., 1985. "Bid, ask and transaction prices in a specialist market with heterogeneously informed traders," Journal of Financial Economics, Elsevier, vol. 14(1), pages 71-100, March.
    46. George M. Constantinides, 2005. "Capital Market Equilibrium with Transaction Costs," World Scientific Book Chapters, in: Sudipto Bhattacharya & George M Constantinides (ed.), Theory Of Valuation, chapter 7, pages 207-227, World Scientific Publishing Co. Pte. Ltd..
    47. Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-1335, November.
    48. Hemang Desai & K. Ramesh & S. Ramu Thiagarajan & Bala V. Balachandran, 2002. "An Investigation of the Informational Role of Short Interest in the Nasdaq Market," Journal of Finance, American Finance Association, vol. 57(5), pages 2263-2287, October.
    49. Gharghori, Philip & See, Quin & Veeraraghavan, Madhu, 2011. "Difference of opinion and the cross-section of equity returns: Australian evidence," Pacific-Basin Finance Journal, Elsevier, vol. 19(4), pages 435-446, September.
    50. Hou, Kewei & Loh, Roger K., 2016. "Have we solved the idiosyncratic volatility puzzle?," Journal of Financial Economics, Elsevier, vol. 121(1), pages 167-194.
    51. Nicholas Barberis & Ming Huang, 2001. "Mental Accounting, Loss Aversion, and Individual Stock Returns," NBER Working Papers 8190, National Bureau of Economic Research, Inc.
    52. Amihud, Yakov & Mendelson, Haim, 1986. "Asset pricing and the bid-ask spread," Journal of Financial Economics, Elsevier, vol. 17(2), pages 223-249, December.
    53. repec:bla:jfinan:v:59:y:2004:i:5:p:1957-1978 is not listed on IDEAS
    54. Brad Barber & Reuven Lehavy & Maureen McNichols & Brett Trueman, 2001. "Can Investors Profit from the Prophets? Security Analyst Recommendations and Stock Returns," Journal of Finance, American Finance Association, vol. 56(2), pages 531-563, April.
    55. Jiang, George J. & Xu, Danielle & Yao, Tong, 2009. "The Information Content of Idiosyncratic Volatility," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(1), pages 1-28, February.
    56. Fu, Fangjian, 2009. "Idiosyncratic risk and the cross-section of expected stock returns," Journal of Financial Economics, Elsevier, vol. 91(1), pages 24-37, January.
    57. Diamond, Douglas W. & Verrecchia, Robert E., 1987. "Constraints on short-selling and asset price adjustment to private information," Journal of Financial Economics, Elsevier, vol. 18(2), pages 277-311, June.
    58. Kluger, Brian D & Stephan, Jens, 1997. "Alternative Liquidity Measures and Stock Returns," Review of Quantitative Finance and Accounting, Springer, vol. 8(1), pages 19-36, January.
    59. Boehme, Rodney D. & Danielsen, Bartley R. & Sorescu, Sorin M., 2006. "Short-Sale Constraints, Differences of Opinion, and Overvaluation," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 41(2), pages 455-487, June.
    60. Lloyd-Davies, Peter & Canes, Michael, 1978. "Stock Prices and the Publication of Second-Hand Information," The Journal of Business, University of Chicago Press, vol. 51(1), pages 43-56, January.
    61. John G. Cragg & Burton G. Malkiel, 1982. "Expectations and the Structure of Share Prices," NBER Books, National Bureau of Economic Research, Inc, number crag82-1.
    62. Nagel, Stefan, 2005. "Short sales, institutional investors and the cross-section of stock returns," Journal of Financial Economics, Elsevier, vol. 78(2), pages 277-309, November.
    63. Andreas Dische, 2002. "Dispersion in Analyst Forecasts and the Profitability of Earnings Momentum Strategies," European Financial Management, European Financial Management Association, vol. 8(2), pages 211-228, June.
    64. Ronnie Sadka & Anna Scherbina, 2007. "Analyst Disagreement, Mispricing, and Liquidity," Journal of Finance, American Finance Association, vol. 62(5), pages 2367-2403, October.
    65. 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.
    66. Miller, Merton H & Scholes, Myron S, 1982. "Dividends and Taxes: Some Empirical Evidence," Journal of Political Economy, University of Chicago Press, vol. 90(6), pages 1118-1141, December.
    67. Figlewski, Stephen & Webb, Gwendolyn P, 1993. "Options, Short Sales, and Market Completeness," Journal of Finance, American Finance Association, vol. 48(2), pages 761-777, June.
    68. Loh, Roger K. & Mian, G. Mujtaba, 2006. "Do accurate earnings forecasts facilitate superior investment recommendations?," Journal of Financial Economics, Elsevier, vol. 80(2), pages 455-483, May.
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    More about this item

    Keywords

    Analysts’ earnings forecast dispersion; Recommendation dispersion; Consensus recommendation; Anomaly; Stock returns; Market efficiency; Security analysts;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage

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