IDEAS home Printed from https://ideas.repec.org/a/eee/bracre/v39y2007i1p3-13.html
   My bibliography  Save this article

Evaluating the properties of analysts’ forecasts: A bootstrap approach

Author

Listed:
  • Clatworthy, Mark A.
  • Peel, David A.
  • Pope, Peter F.

Abstract

Previous research has reported that analysts’ forecasts of company profits are both optimistically biased and inefficient. However, many prior studies have applied ordinary least-squares regression to data where heteroskedasticity and non-normality are common problems, potentially resulting in misleading inferences. Furthermore, most prior studies deflate earnings and forecasts in an attempt to correct for non-constant error variances, often changing the specification of the underlying regression equation. We describe and employ the wild bootstrap—a technique that is robust both to heteroskedasticity and non-normality—to assess the reliability of prior studies of analysts’ forecasts. Based on a large sample of 23,283 firm years covering the period 1981–2002, our main results confirm the findings of prior research. Our results also suggest that deflation may not be a successful method of correcting for heteroskedasticity, providing a strong rationale for using the wild bootstrap in future work in this, and other areas of accounting and finance research.

Suggested Citation

  • Clatworthy, Mark A. & Peel, David A. & Pope, Peter F., 2007. "Evaluating the properties of analysts’ forecasts: A bootstrap approach," The British Accounting Review, Elsevier, vol. 39(1), pages 3-13.
  • Handle: RePEc:eee:bracre:v:39:y:2007:i:1:p:3-13
    DOI: 10.1016/j.bar.2006.08.002
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0890838906000977
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.bar.2006.08.002?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    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. Tuomo Vuolteenaho, 2002. "What Drives Firm‐Level Stock Returns?," Journal of Finance, American Finance Association, vol. 57(1), pages 233-264, February.
    3. Davidson, Russell & Flachaire, Emmanuel, 2008. "The wild bootstrap, tamed at last," Journal of Econometrics, Elsevier, vol. 146(1), pages 162-169, September.
    4. Michael P. Keane & David E. Runkle, 1998. "Are Financial Analysts' Forecasts of Corporate Profits Rational?," Journal of Political Economy, University of Chicago Press, vol. 106(4), pages 768-805, August.
    5. John Capstaff & Krishna Paudyal & William Rees, 2001. "A Comparative Analysis of Earnings Forecasts in Europe," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(5‐6), pages 531-562, June.
    6. Kothari, S. P., 2001. "Capital markets research in accounting," Journal of Accounting and Economics, Elsevier, vol. 31(1-3), pages 105-231, September.
    7. Kang, Sh & Obrien, J & Sivaramakrishnan, K, 1994. "Analysts Interim Earnings Forecasts - Evidence On The Forecasting Process," Journal of Accounting Research, Wiley Blackwell, vol. 32(1), pages 103-112.
    8. Obrien, Pc & Bhushan, R, 1990. "Analyst Following And Institutional Ownership," Journal of Accounting Research, Wiley Blackwell, vol. 28, pages 55-76.
    9. 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.
    10. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    11. Cindy Durtschi & Peter Easton, 2005. "Earnings Management? The Shapes of the Frequency Distributions of Earnings Metrics Are Not Evidence Ipso Facto," Journal of Accounting Research, Wiley Blackwell, vol. 43(4), pages 557-592, September.
    12. Gu, Zhaoyang & Wu, Joanna Shuang, 2003. "Earnings skewness and analyst forecast bias," Journal of Accounting and Economics, Elsevier, vol. 35(1), pages 5-29, April.
    13. Goncalves, Silvia & Kilian, Lutz, 2004. "Bootstrapping autoregressions with conditional heteroskedasticity of unknown form," Journal of Econometrics, Elsevier, vol. 123(1), pages 89-120, November.
    14. Richard D. F. Harris, 1999. "The Accuracy, Bias and Efficiency of Analysts’ Long Run Earnings Growth Forecasts," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 26(5‐6), pages 725-755, June.
    15. John Capstaff & Krishna Paudyal & William Rees, 2001. "A Comparative Analysis of Earnings Forecasts in Europe," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(5‐6), pages 531-562, June.
    16. Christie, Andrew A., 1987. "On cross-sectional analysis in accounting research," Journal of Accounting and Economics, Elsevier, vol. 9(3), pages 231-258, December.
    17. 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.
    18. Brown, Lawrence D. & Hagerman, Robert L. & Griffin, Paul A. & Zmijewski, Mark E., 1987. "Security analyst superiority relative to univariate time-series models in forecasting quarterly earnings," Journal of Accounting and Economics, Elsevier, vol. 9(1), pages 61-87, April.
    19. Terence Lim, 2001. "Rationality and Analysts' Forecast Bias," Journal of Finance, American Finance Association, vol. 56(1), pages 369-385, February.
    20. Holden, K & Peel, D A, 1990. "On Testing for Unbiasedness and Efficiency of Forecasts," The Manchester School of Economic & Social Studies, University of Manchester, vol. 58(2), pages 120-127, June.
    21. Lambert, Richard A., 2004. "Discussion of analysts' treatment of non-recurring items in street earnings and loss function assumptions in rational expectations tests on financial analysts' earnings forecasts," Journal of Accounting and Economics, Elsevier, vol. 38(1), pages 205-222, December.
    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. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    24. Chesher, Andrew & Jewitt, Ian, 1987. "The Bias of a Heteroskedasticity Consistent Covariance Matrix Estimator," Econometrica, Econometric Society, vol. 55(5), pages 1217-1222, September.
    25. Basu, Sudipta & Markov, Stanimir, 2004. "Loss function assumptions in rational expectations tests on financial analysts' earnings forecasts," Journal of Accounting and Economics, Elsevier, vol. 38(1), pages 171-203, December.
    26. Dechow, Patricia M. & Hutton, Amy P. & Sloan, Richard G., 1999. "An empirical assessment of the residual income valuation model1," Journal of Accounting and Economics, Elsevier, vol. 26(1-3), pages 1-34, January.
    27. MacKinnon, James G. & White, Halbert, 1985. "Some heteroskedasticity-consistent covariance matrix estimators with improved finite sample properties," Journal of Econometrics, Elsevier, vol. 29(3), pages 305-325, September.
    28. Francis, J & Olsson, P & Oswald, DR, 2000. "Comparing the accuracy and explainability of dividend, free cash flow, and abnormal earnings equity value estimates," Journal of Accounting Research, Wiley Blackwell, vol. 38(1), pages 45-70.
    29. Mary E. Barth & Sanjay Kallapur, 1996. "The Effects of Cross†Sectional Scale Differences on Regression Results in Empirical Accounting Research," Contemporary Accounting Research, John Wiley & Sons, vol. 13(2), pages 527-567, September.
    30. Abarbanell, Jeffery & Lehavy, Reuven, 2003. "Biased forecasts or biased earnings? The role of reported earnings in explaining apparent bias and over/underreaction in analysts' earnings forecasts," Journal of Accounting and Economics, Elsevier, vol. 36(1-3), pages 105-146, December.
    31. John A. Doukas & Chansog (Francis) Kim & Christos Pantzalis, 2002. "A Test of the Errors‐in‐Expectations Explanation of the Value/Glamour Stock Returns Performance: Evidence from Analysts' Forecasts," Journal of Finance, American Finance Association, vol. 57(5), pages 2143-2165, October.
    32. 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.
    33. Young†Soo Choi & John F. O'Hanlon & Peter F. Pope, 2006. "Conservative Accounting and Linear Information Valuation Models," Contemporary Accounting Research, John Wiley & Sons, vol. 23(1), pages 73-101, March.
    34. 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.
    35. 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.
    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. Brown, Rhoda & Jones, Michael, 2015. "Mapping and exploring the topography of contemporary financial accounting research," The British Accounting Review, Elsevier, vol. 47(3), pages 237-261.
    2. Shu, Yan & Broadstock, David C. & Xu, Bing, 2013. "The heterogeneous impact of macroeconomic information on firms' earnings forecasts," The British Accounting Review, Elsevier, vol. 45(4), pages 311-325.
    3. Clatworthy, Mark A. & Peel, Michael J., 2016. "The timeliness of UK private company financial reporting: Regulatory and economic influences," The British Accounting Review, Elsevier, vol. 48(3), pages 297-315.

    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. Ramnath, Sundaresh & Rock, Steve & Shane, Philip, 2008. "The financial analyst forecasting literature: A taxonomy with suggestions for further research," International Journal of Forecasting, Elsevier, vol. 24(1), pages 34-75.
    2. Po‐Chang Chen & Ganapathi S. Narayanamoorthy & Theodore Sougiannis & Hui Zhou, 2020. "Analyst underreaction and the post‐forecast revision drift," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 47(9-10), pages 1151-1181, October.
    3. Young†Soo Choi & John F. O'Hanlon & Peter F. Pope, 2006. "Conservative Accounting and Linear Information Valuation Models," Contemporary Accounting Research, John Wiley & Sons, vol. 23(1), pages 73-101, March.
    4. Charles G. Ham & Zachary R. Kaplan & Zawadi R. Lemayian, 2022. "Rationalizing forecast inefficiency," Review of Accounting Studies, Springer, vol. 27(1), pages 313-343, March.
    5. Echterling, F. & Eierle, B. & Ketterer, S., 2015. "A review of the literature on methods of computing the implied cost of capital," International Review of Financial Analysis, Elsevier, vol. 42(C), pages 235-252.
    6. Mark A. Clatworthy & David A. Peel & Peter F. Pope, 2012. "Are Analysts' Loss Functions Asymmetric?," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 31(8), pages 736-756, December.
    7. M A Clatworthy & D Peel & P F Pope, 2006. "Are analysts’ loss functions asymmetric?," Working Papers 574591, Lancaster University Management School, Economics Department.
    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. Tsalavoutas, Ioannis & André, Paul & Evans, Lisa, 2012. "The transition to IFRS and the value relevance of financial statements in Greece," The British Accounting Review, Elsevier, vol. 44(4), pages 262-277.
    10. Sandrine LARDIC & Karine MICHALON & François DOSSOU, 2008. "Can earnings forecasts be improved by taking into account the forecast bias?," Economics Bulletin, AccessEcon, vol. 7(11), pages 1-20.
    11. Anna M. Cianci & Satoris S. Culbertson, 2010. "The Impact of Motivational and Cognitive Factors on Optimistic Earnings Forecasts," Chapters, in: Brian Bruce (ed.), Handbook of Behavioral Finance, chapter 11, Edward Elgar Publishing.
    12. Mohamed Naceur Mahjoubi & Ezzeddine Abaoub, 2015. "Earnings Response Coefficient as a Measure of Market Expectations: Evidence from Tunis Stock Exchange," International Journal of Economics and Financial Issues, Econjournals, vol. 5(2), pages 377-389.
    13. X. Frank Zhang, 2006. "Information Uncertainty and Analyst Forecast Behavior," Contemporary Accounting Research, John Wiley & Sons, vol. 23(2), pages 565-590, June.
    14. Iris Bergmann & Wolfgang Schultze, 2018. "Accounting based valuation: a simultaneous equations model for forecasting earnings to proxy for ‘other information’," Review of Quantitative Finance and Accounting, Springer, vol. 50(4), pages 1057-1091, May.
    15. George Christodoulakis & Konstantinos Stathopoulos & Nikolaos Tessaromatis, 2012. "The term structure of loss preferences and rationality in analyst earnings forecasts," Journal of Asset Management, Palgrave Macmillan, vol. 13(5), pages 310-326, October.
    16. Alexander P. Paton & Damien Cannavan & Stephen Gray & Khoa Hoang, 2020. "Analyst versus model‐based earnings forecasts: implied cost of capital applications," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(4), pages 4061-4092, December.
    17. Lambert, David & Matolcsy, Zoltan & Wyatt, Anne, 2015. "Analysts' earnings forecasts and technological conditions in the firm's investment environment," Journal of Contemporary Accounting and Economics, Elsevier, vol. 11(2), pages 104-120.
    18. repec:ebl:ecbull:v:7:y:2008:i:11:p:1-20 is not listed on IDEAS
    19. Beyer, Anne & Cohen, Daniel A. & Lys, Thomas Z. & Walther, Beverly R., 2010. "The financial reporting environment: Review of the recent literature," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 296-343, December.
    20. Xiaomeng Chen, 2010. "Australian evidence on the accuracy of analysts' expectations," Accounting Research Journal, Emerald Group Publishing Limited, vol. 23(1), pages 94-116, July.
    21. Hugon, Artur & Muslu, Volkan, 2010. "Market demand for conservative analysts," Journal of Accounting and Economics, Elsevier, vol. 50(1), pages 42-57, May.

    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:eee:bracre:v:39:y:2007:i:1:p:3-13. 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: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/the-british-accounting-review .

    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.