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The role of sentiment and stock characteristics in the translation of analysts’ forecasts into recommendations

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  • Corredor, Pilar
  • Ferrer, Elena
  • Santamaria, Rafael

Abstract

The purpose of this paper is to further understanding of the determinants of analysts’ translational effectiveness and, specifically, the role of stock characteristics in the impact of sentiment in the translation of analysts’ forecasts into recommendations. We construct a proxy of intrinsic value of a stock based on that of Ohlson (1995), which incorporates all the information contained in the analysts’ earnings forecasts. Our results show that, although analysts do translate their earnings forecast valuations into recommendations, the effectiveness of this process is reduced by investor sentiment only in highly sentiment-sensitive stocks. This suggests the degree of analyst coverage as a potential conditioner of the observable results in a market. While not totally eliminating this observed effect, the Market Abuse Directive regulation does contribute to reduce the skew between analysts’ earnings forecasts and their recommendations. Finally, analysis of this effect reveals that this kind of skew enables investment strategies yielding positive risk-adjusted returns in highly sentiment-sensitive stocks, during periods of high market sentiment.

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  • Corredor, Pilar & Ferrer, Elena & Santamaria, Rafael, 2019. "The role of sentiment and stock characteristics in the translation of analysts’ forecasts into recommendations," The North American Journal of Economics and Finance, Elsevier, vol. 49(C), pages 252-272.
  • Handle: RePEc:eee:ecofin:v:49:y:2019:i:c:p:252-272
    DOI: 10.1016/j.najef.2019.04.008
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    as
    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. Frankel, Richard & Lee, Charles M. C., 1998. "Accounting valuation, market expectation, and cross-sectional stock returns," Journal of Accounting and Economics, Elsevier, vol. 25(3), pages 283-319, June.
    3. Marina Balboa & J. Carlos Gómez‐Sala & Germán López‐Espinosa, 2009. "The Value of Adjusting the Bias in Recommendations: International Evidence," European Financial Management, European Financial Management Association, vol. 15(1), pages 208-230, January.
    4. Womack, Kent L, 1996. "Do Brokerage Analysts' Recommendations Have Investment Value?," Journal of Finance, American Finance Association, vol. 51(1), pages 137-167, March.
    5. Roger K. Loh & René M. Stulz, 2011. "When Are Analyst Recommendation Changes Influential?," The Review of Financial Studies, Society for Financial Studies, vol. 24(2), pages 593-627.
    6. Richard G. Barker, 1999. "Survey and Market-based Evidence of Industry-dependence in Analysts' Preferences Between the Dividend Yield and Price-earnings Ratio Valuation Models," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 26(3-4), pages 393-418.
    7. Baker, Malcolm & Stein, Jeremy C., 2004. "Market liquidity as a sentiment indicator," Journal of Financial Markets, Elsevier, vol. 7(3), pages 271-299, June.
    8. Gregory W. Brown & Michael T. Cliff, 2005. "Investor Sentiment and Asset Valuation," The Journal of Business, University of Chicago Press, vol. 78(2), pages 405-440, March.
    9. Malcolm Baker & Jeffrey Wurgler, 2006. "Investor Sentiment and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 61(4), pages 1645-1680, August.
    10. Schmeling, Maik, 2009. "Investor sentiment and stock returns: Some international evidence," Journal of Empirical Finance, Elsevier, vol. 16(3), pages 394-408, June.
    11. M. Dubois & L. Fresard & P. Dumontier, 2014. "Regulating Conflicts of Interest: The Effect of Sanctions and Enforcement," Post-Print halshs-01025922, HAL.
    12. Shleifer, Andrei & Vishny, Robert W., 2003. "Stock market driven acquisitions," Journal of Financial Economics, Elsevier, vol. 70(3), pages 295-311, December.
    13. Fama, Eugene F. & French, Kenneth R., 1997. "Industry costs of equity," Journal of Financial Economics, Elsevier, vol. 43(2), pages 153-193, February.
    14. Corredor, Pilar & Ferrer, Elena & Santamaria, Rafael, 2015. "Sentiment-prone investors and volatility dynamics between spot and futures markets," International Review of Economics & Finance, Elsevier, vol. 35(C), pages 180-196.
    15. Michel Dubois & Laurent Fresard & Pascal Dumontier, 2014. "Regulating Conflicts of Interest: The Effect of Sanctions and Enforcement," Review of Finance, European Finance Association, vol. 18(2), pages 489-526.
    16. Jegadeesh, Narasimhan & Kim, Woojin, 2006. "Value of analyst recommendations: International evidence," Journal of Financial Markets, Elsevier, vol. 9(3), pages 274-309, August.
    17. Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer & Robert W. Vishny, 1998. "Law and Finance," Journal of Political Economy, University of Chicago Press, vol. 106(6), pages 1113-1155, December.
    18. Francis, J & Soffer, L, 1997. "The relative informativeness of analysts' stock recommendations and earnings forecast revisions," Journal of Accounting Research, Wiley Blackwell, vol. 35(2), pages 193-211.
    19. Malcolm Baker & Jeffrey Wurgler, 2007. "Investor Sentiment in the Stock Market," Journal of Economic Perspectives, American Economic Association, vol. 21(2), pages 129-152, Spring.
    20. Baker, Malcolm & Wurgler, Jeffrey & Yuan, Yu, 2012. "Global, local, and contagious investor sentiment," Journal of Financial Economics, Elsevier, vol. 104(2), pages 272-287.
    21. Mikhail, MB & Walther, BR & Willis, RH, 1997. "Do security analysts improve their performance with experience?," Journal of Accounting Research, Wiley Blackwell, vol. 35, pages 131-157.
    22. Bhushan, Ravi, 1989. "Firm characteristics and analyst following," Journal of Accounting and Economics, Elsevier, vol. 11(2-3), pages 255-274, July.
    23. John Shon & Susan M. Young, 2011. "Determinants of Analysts’ Dropped Coverage Decision: The Role of Analyst Incentives, Experience, and Accounting Fundamentals," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 38(7-8), pages 861-886, September.
    24. Lynn Hodgkinson, 2001. "Analysts' Forecasts and the Broker Relationship," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(7&8), pages 943-961.
    25. Thabang Mokoaleli-Mokoteli & Richard J. Taffler & Vineet Agarwal, 2009. "Behavioural Bias and Conflicts of Interest in Analyst Stock Recommendations," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 36(3-4), pages 384-418.
    26. Shahed Imam & Richard Barker & Colin Clubb, 2008. "The Use of Valuation Models by UK Investment Analysts," European Accounting Review, Taylor & Francis Journals, vol. 17(3), pages 503-535.
    27. Alexander Ljungqvist & Felicia Marston & William J. Wilhelm, 2006. "Competing for Securities Underwriting Mandates: Banking Relationships and Analyst Recommendations," Journal of Finance, American Finance Association, vol. 61(1), pages 301-340, February.
    28. Efthimios Demirakos & Norman Strong & Martin Walker, 2010. "Does Valuation Model Choice Affect Target Price Accuracy?," European Accounting Review, Taylor & Francis Journals, vol. 19(1), pages 35-72.
    29. Cheolwoo Lee, 2013. "Analyst firm parent–subsidiary relationship and conflict of interest: evidence from IPO recommendations," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 53(3), pages 763-789, September.
    30. Balboa, Marina & Gomez-Sala, Juan Carlos & Lopez-Espinosa, German, 2008. "Does the value of recommendations depend on the level of optimism? A country-based analysis," Journal of Multinational Financial Management, Elsevier, vol. 18(4), pages 405-426, October.
    31. 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.
    32. Thabang Mokoaleli‐Mokoteli & Richard J. Taffler & Vineet Agarwal, 2009. "Behavioural Bias and Conflicts of Interest in Analyst Stock Recommendations," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 36(3‐4), pages 384-418, April.
    33. Corredor, Pilar & Ferrer, Elena & Santamaria, Rafael, 2014. "Is cognitive bias really present in analyst forecasts? The role of investor sentiment," International Business Review, Elsevier, vol. 23(4), pages 824-837.
    34. Irene Karamanou, 2011. "On the Determinants of Optimism in Financial Analyst Earnings Forecasts: The Effect of the Market's Ability to Adjust for the Bias," Abacus, Accounting Foundation, University of Sydney, vol. 47(1), pages 1-26, March.
    35. Narasimhan Jegadeesh & Joonghyuk Kim & Susan D. Krische & Charles M. C. Lee, 2004. "Analyzing the Analysts: When Do Recommendations Add Value?," Journal of Finance, American Finance Association, vol. 59(3), pages 1083-1124, June.
    36. Clement, Michael B., 1999. "Analyst forecast accuracy: Do ability, resources, and portfolio complexity matter?," Journal of Accounting and Economics, Elsevier, vol. 27(3), pages 285-303, July.
    37. 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.
    38. Yu, Jianfeng & Yuan, Yu, 2011. "Investor sentiment and the mean-variance relation," Journal of Financial Economics, Elsevier, vol. 100(2), pages 367-381, May.
    39. Andreas Simon & Asher Curtis, 2011. "The Use of Earnings Forecasts in Stock Recommendations: Are Accurate Analysts More Consistent?," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 38(1-2), pages 119-144, January.
    40. Corredor, Pilar & Ferrer, Elena & Santamaria, Rafael, 2013. "Investor sentiment effect in stock markets: Stock characteristics or country-specific factors?," International Review of Economics & Finance, Elsevier, vol. 27(C), pages 572-591.
    41. Scott Richardson & Siew Hong Teoh & Peter D. Wysocki, 2004. "The Walk†down to Beatable Analyst Forecasts: The Role of Equity Issuance and Insider Trading Incentives," Contemporary Accounting Research, John Wiley & Sons, vol. 21(4), pages 885-924, December.
    42. Joseph, Kissan & Babajide Wintoki, M. & Zhang, Zelin, 2011. "Forecasting abnormal stock returns and trading volume using investor sentiment: Evidence from online search," International Journal of Forecasting, Elsevier, vol. 27(4), pages 1116-1127, October.
    43. Paul Hribar & John McInnis, 2012. "Investor Sentiment and Analysts' Earnings Forecast Errors," Management Science, INFORMS, vol. 58(2), pages 293-307, February.
    44. Kumar, Alok, 2009. "Hard-to-Value Stocks, Behavioral Biases, and Informed Trading," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(6), pages 1375-1401, December.
    45. Michael Lemmon & Evgenia Portniaguina, 2006. "Consumer Confidence and Asset Prices: Some Empirical Evidence," The Review of Financial Studies, Society for Financial Studies, vol. 19(4), pages 1499-1529.
    46. Richard Barker, 1999. "The role of dividends in valuation models used by analysts and fund managers," European Accounting Review, Taylor & Francis Journals, vol. 8(2), pages 195-218.
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    2. Jaideep Singh & Matloob Khushi, 2021. "Feature Learning for Stock Price Prediction Shows a Significant Role of Analyst Rating," Papers 2103.09106, arXiv.org.

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    More about this item

    Keywords

    Investor sentiment; Financial analyst; Analysts coverage; Recommendation; Earning forecast; Translational effectiveness;
    All these keywords.

    JEL classification:

    • G02 - Financial Economics - - General - - - Behavioral Finance: Underlying Principles
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage
    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting

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