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The Value of Adjusting the Bias in Recommendations: International Evidence

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  • Marina Balboa
  • J. Carlos Gómez‐Sala
  • Germán López‐Espinosa

Abstract

The financial literature has shown that both earnings forecasts and investment recommendations are optimistically biased. However, while the bias in earnings forecasts has decreased over time and even some recent studies show that they are no longer optimistic, in the case of investment recommendations this bias still remains relatively constant over time. Therefore, it seems that recommendations are less credible to investors than earnings forecasts. The vast majority of recommendation studies have been carried out at the country level. In this paper, we use an international context to study whether profitable investment strategies exist when adjusting the recommendation bias of each analysed country. The adjustment we propose to correct this bias takes into account the differences across countries, and also varies in time to correct for the changes in bias over time within countries. Our empirical results show that there are in fact significant differences in the level of bias among countries, with the US and the UK being the countries with the highest bias. Second, the adjusted consensus portfolios are more orthogonal to typical investment styles (size, book‐to‐market and attention) and we find that investors could implement a higher number of profitable investment strategies using this adjusted measure. In this line, the results show that the countries with the lowest bias obtain the highest risk adjusted abnormal returns. Third, our work entails a practical implication, as it shows the value embedded in a simple necessary adjustment in the global asset management context. This is an important result showing that profitable investment strategies exist when considering a global portfolio based on adjusted recommendations.

Suggested Citation

  • 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.
  • Handle: RePEc:bla:eufman:v:15:y:2009:i:1:p:208-230
    DOI: 10.1111/j.1468-036X.2007.00421.x
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    Cited by:

    1. Anolli, Mario & Beccalli, Elena & Molyneux, Philip, 2014. "Bank earnings forecasts, risk and the crisis," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 29(C), pages 309-335.
    2. Daniel Arand & Alexander G. Kerl, 2015. "Sell†Side Analyst Research and Reported Conflicts of Interest," European Financial Management, European Financial Management Association, vol. 21(1), pages 20-51, January.
    3. Mark T. Bradshaw & Alan G. Huang & Hongping Tan, 2019. "The Effects of Analyst‐Country Institutions on Biased Research: Evidence from Target Prices," Journal of Accounting Research, Wiley Blackwell, vol. 57(1), pages 85-120, March.
    4. Park, Sung Jun & Park, Ki Young, 2019. "Can investors profit from security analyst recommendations?: New evidence on the value of consensus recommendations," Finance Research Letters, Elsevier, vol. 30(C), pages 403-413.
    5. Christopher Koch & Ola Nilsson & Katarina Eriksson, 2014. "Does shareholder protection affect the performance of analysts as a gatekeeper?," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 18(2), pages 315-345, May.
    6. Rados³aw Pastusiak & Jakub Keller, 2019. "Determinants of occurrence of excessive optimism among analysts of the Warsaw Stock Exchange," Zbornik radova Ekonomskog fakulteta u Rijeci/Proceedings of Rijeka Faculty of Economics, University of Rijeka, Faculty of Economics and Business, vol. 37(1), pages 259-275.
    7. Daniel Arand & Alexander Kerl & Andreas Walter, 2015. "When Do Sell†side Analyst Reports Really Matter? Shareholder Protection, Institutional Investors and the Informativeness of Equity Research," European Financial Management, European Financial Management Association, vol. 21(3), pages 524-555, June.
    8. 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.
    9. Barniv, Ran Ron & Chen, Min & Li, We, 2020. "The market reaction to analyst stock recommendation and earnings forecast consistency: International evidence," Journal of International Accounting, Auditing and Taxation, Elsevier, vol. 39(C).

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