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Removing predictable analyst forecast errors to improve implied cost of equity estimates

Author

Listed:
  • Partha Mohanram

    (Rotman School of Management, University of Toronto)

  • Dan Gode

    (New York University)

Abstract

Prior research documents a weak association between the implied cost of equity inferred from analyst forecasts and realized returns. It points to predictable errors in analyst forecasts as a possible cause. We show that removing predictable errors from analyst forecasts leads to a much stronger association between implied cost of equity estimates obtained from adjusted forecasts and realized returns after controlling for cash flow news and discount rate news. An estimate of implied risk premium based on the average of four commonly used methods after making adjustments for predictable errors exhibits strong correlations with future realized returns as well as the lowest measurement error. Overall, our results confirm the validity of implied cost of equity estimates as measures of expected returns. Future research using implied cost of equity should remove predictable errors from implied cost of capital estimates and then average across multiple metrics.

Suggested Citation

  • Partha Mohanram & Dan Gode, 2013. "Removing predictable analyst forecast errors to improve implied cost of equity estimates," Review of Accounting Studies, Springer, vol. 18(2), pages 443-478, June.
  • Handle: RePEc:spr:reaccs:v:18:y:2013:i:2:d:10.1007_s11142-012-9219-2
    DOI: 10.1007/s11142-012-9219-2
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    1. Brown, Lawrence D., 1993. "Earnings forecasting research: its implications for capital markets research," International Journal of Forecasting, Elsevier, vol. 9(3), pages 295-320, November.
    2. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    3. Tuomo Vuolteenaho, 2002. "What Drives Firm‐Level Stock Returns?," Journal of Finance, American Finance Association, vol. 57(1), pages 233-264, February.
    4. 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.
    5. 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.
    6. Patricia M. Dechow & Amy P. Hutton & Richard G. Sloan, 2000. "The Relation between Analysts' Forecasts of Long†Term Earnings Growth and Stock Price Performance Following Equity Offerings," Contemporary Accounting Research, John Wiley & Sons, vol. 17(1), pages 1-32, March.
    7. Peter D. Easton & Gregory A. Sommers, 2007. "Effect of Analysts' Optimism on Estimates of the Expected Rate of Return Implied by Earnings Forecasts," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 45(5), pages 983-1015, December.
    8. James A. Ohlson & Beate E. Juettner-Nauroth, 2005. "Expected EPS and EPS Growth as Determinantsof Value," Review of Accounting Studies, Springer, vol. 10(2), pages 349-365, September.
    9. Stephannie Larocque, 2013. "Analysts’ earnings forecast errors and cost of equity capital estimates," Review of Accounting Studies, Springer, vol. 18(1), pages 135-166, March.
    10. John Hughes & Jing Liu & Jun Liu, 2009. "On the relation between expected returns and implied cost of capital," Review of Accounting Studies, Springer, vol. 14(2), pages 246-259, September.
    11. Edwin J. Elton, 1999. "Presidential Address: Expected Return, Realized Return, and Asset Pricing Tests," Journal of Finance, American Finance Association, vol. 54(4), pages 1199-1220, August.
    12. Fama, Eugene F. & French, Kenneth R., 1997. "Industry costs of equity," Journal of Financial Economics, Elsevier, vol. 43(2), pages 153-193, February.
    13. De Bondt, Werner F M & Thaler, Richard H, 1990. "Do Security Analysts Overreact?," American Economic Review, American Economic Association, vol. 80(2), pages 52-57, May.
    14. Abarbanell, Jeffery S., 1991. "Do analysts' earnings forecasts incorporate information in prior stock price changes?," Journal of Accounting and Economics, Elsevier, vol. 14(2), pages 147-165, June.
    15. Alexander Nekrasov & Maria Ogneva, 2011. "Using earnings forecasts to simultaneously estimate firm-specific cost of equity and long-term growth," Review of Accounting Studies, Springer, vol. 16(3), pages 414-457, September.
    16. Lys, Thomas & Sohn, Sungkyu, 1990. "The association between revisions of financial analysts' earnings forecasts and security-price changes," Journal of Accounting and Economics, Elsevier, vol. 13(4), pages 341-363, December.
    17. James Claus & Jacob Thomas, 2001. "Equity Premia as Low as Three Percent? Evidence from Analysts' Earnings Forecasts for Domestic and International Stock Markets," Journal of Finance, American Finance Association, vol. 56(5), pages 1629-1666, October.
    18. Abarbanell, Jeffrey S & Bernard, Victor L, 1992. "Tests of Analysts' Overreaction/Underreaction to Earnings Information as an Explanation for Anomalous Stock Price Behavior," Journal of Finance, American Finance Association, vol. 47(3), pages 1181-1207, July.
    19. La Porta, Rafael, 1996. "Expectations and the Cross-Section of Stock Returns," Journal of Finance, American Finance Association, vol. 51(5), pages 1715-1742, December.
    20. Elgers, Pt & Lo, Mh, 1994. "Reductions In Analysts Annual Earnings Forecast Errors Using Information In Prior Earnings And Security Returns," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 32(2), pages 290-303.
    21. Paul Hribar & Nicole Thorne Jenkins, 2004. "The Effect of Accounting Restatements on Earnings Revisions and the Estimated Cost of Capital," Review of Accounting Studies, Springer, vol. 9(2), pages 337-356, June.
    22. Brown, Lawrence D., 1993. "Reply to commentaries on "Earnings forecasting research: its implications for capital markets research"," International Journal of Forecasting, Elsevier, vol. 9(3), pages 343-344, November.
    23. Luzi Hail & Christian Leuz, 2006. "International Differences in the Cost of Equity Capital: Do Legal Institutions and Securities Regulation Matter?," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 44(3), pages 485-531, June.
    24. John Hughes & Jing Liu & Wei Su, 2008. "On the relation between predictable market returns and predictable analyst forecast errors," Review of Accounting Studies, Springer, vol. 13(2), pages 266-291, September.
    25. John O'Hanlon & Anthony Steele, 2000. "Estimating the Equity Risk Premium Using Accounting Fundamentals," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 27(9‐10), pages 1051-1083, November.
    26. repec:bla:jfinan:v:59:y:2004:i:3:p:1083-1124 is not listed on IDEAS
    27. Alon Brav & Reuven Lehavy & Roni Michaely, 2005. "Using Expectations to Test Asset Pricing Models," Financial Management, Financial Management Association, vol. 34(3), Fall.
    28. 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.
    29. Mark T. Bradshaw & Scott A. Richardson & Richard G. Sloan, 2001. "Do Analysts and Auditors Use Information in Accruals?," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 39(1), pages 45-74, June.
    30. Mendenhall, Rr, 1991. "Evidence On The Possible Underweighting Of Earnings-Related Information," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 29(1), pages 170-179.
    31. Brown, Philip, 1993. "Comments on 'Earnings forecasting research: its implications for capital markets research' by L. Brown," International Journal of Forecasting, Elsevier, vol. 9(3), pages 331-335, November.
    32. 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.
    33. John C. Easterwood & Stacey R. Nutt, 1999. "Inefficiency in Analysts' Earnings Forecasts: Systematic Misreaction or Systematic Optimism?," Journal of Finance, American Finance Association, vol. 54(5), pages 1777-1797, October.
    34. 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.
    35. John O'Hanlon & Anthony Steele, 2000. "Estimating the Equity Risk Premium Using Accounting Fundamentals," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 27(9&10), pages 1051-1083.
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    2. Mei Feng, 2014. "Discussion of “Evaluating cross-sectional forecasting models for implied cost of capital”," Review of Accounting Studies, Springer, vol. 19(3), pages 1186-1190, September.
    3. Kevin K. Li & Partha Mohanram, 2014. "Evaluating cross-sectional forecasting models for implied cost of capital," Review of Accounting Studies, Springer, vol. 19(3), pages 1152-1185, September.

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    JEL classification:

    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

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