Loss function assumptions in rational expectations tests on financial analysts' earnings forecasts

Journal of Accounting and Economics

Volumn 38, Issue 1-3 SPEC. ISS., 2004, Pages 171-203

  Basu, Sudipta ^a   Markov, Stanimir ^a  

^a EMORY UNIVERSITY   (United States)

Author keywords

Analyst rankings; Conditional median; Conditional skewness; Economic significance; Performance evaluation

Indexed keywords

EID: 12344267943     PISSN: 01654101     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jacceco.2004.09.001     Document Type: Article

References (89)

1. J.S. Abarbanell Do analysts' earnings forecasts incorporate information in prior stock price changes? Journal of Accounting and Economics 14 (2) 1991 147-165
2. J.S. Abarbanell V.L. Bernard Tests of analysts' overreaction/ underreaction to earnings information as an explanation for anomalous stock price behavior The Journal of Finance 47 (3) 1992 1181-1207
3. J.S. Abarbanell R. Lehavy 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 36 (1-3) 2003 105-146
4. L.F. Ackert W.C. Hunter Rational expectations and security analysts' earnings forecasts The Financial Review 30 (3) 1995 427-443
5. A.A. Alchian Uncertainty, evolution and economic theory Journal of Political Economy 58 3 1950 211-221
6. A. Ali A. Klein J. Rosenfeld Analysts' use of information about permanent and transitory earnings components in forecasting annual EPS The Accounting Review 67 (1) 1992 183-198
7. A. Amemiya Advanced Econometrics 1985 Harvard University Press Cambridge, MA
8. E. Amir Y. Ganzach Overreaction and underreaction in analysts' forecasts Journal of Economic Behavior and Organization 37 (3) 1998 333-347
9. R. Ball P. Brown An empirical evaluation of accounting income numbers Journal of Accounting Research 6 (2) 1968 159-178
10. R. Ball S.P. Kothari A. Robin The effect of international institutional factors on the properties of accounting earnings Journal of Accounting and Economics 29 (1) 2000 1-51
11. G. Bassett Jr. R. Koenker Asymptotic theory of least absolute error regression Journal of the American Statistical Association 73 (363) 1978 618-622
12. Basu S. 1995 Conservatism and the asymmetric timeliness of earnings Ph. D. dissertation University of Rochester
13. Basu S. Hwang L. Jan C.L. 2001 Differences in conservatism between big eight and non-big eight auditors Working Paper Baruch College
14. Basu S. Markov S. 2003 Combining the evidence on financial analysts' inefficient use of prior earnings information Working Paper Emory University December
15. V.L. Bernard J.K. Thomas Post-earnings-announcement drift: Delayed price response or risk premium? Journal of Accounting Research 27 Suppl. 1989 1-48
16. V.L. Bernard J.K. Thomas Evidence that stock prices do not fully reflect the implications of current earnings for future earnings Journal of Accounting and Economics 13 (4) 1990 305-340
17. Bernhardt D. Campello M. Kutsoati E. 2002 Who herds? Working Paper University of Illinois
18. M. Bradshaw S. Richardson R. Sloan Do analysts and auditors use information in accruals? Journal of Accounting Research 39 (1) 2001 45-74
19. L.D. Brown Forecast selection when all forecasts are not equally recent International Journal of Forecasting 7 (3) 1991 349-356
20. L.D. Brown Analyst forecasting errors: Further evidence Financial Analysts' Journal 53 6 1997 81-88
21. L.D. Brown A temporal analysis of earnings surprises: Profits versus losses Journal of Accounting Research 39 (2) 2001 221-241
22. Chen Q. Jiang W. 2003 Analysts' weighting of private and public information Working Paper Columbia University
23. P.F. Christoffersen F.X. Diebold Optimal prediction under asymmetric loss Econometric Theory 13 (6) 1997 808-817
24. D.A. Cohen T.Z. Lys A note on analysts' earnings forecast errors distribution Journal of Accounting and Economics 36 (1-3) 2003 147-164
25. S. Das C.B. Levine K. Sivaramakrishnan Earnings predictability and bias in analysts' earnings forecasts The Accounting Review 73 (2) 1998 277-294
26. E.B. Deakin Distributions of financial accounting ratios: Some empirical evidence The Accounting Review 51 (1) 1976 90-96
27. W.F.M. DeBondt R. Thaler Does the stock market overreact? The Journal of Finance 40 (3) 1985 793-805
28. W.F.M. DeBondt R. Thaler Further evidence on investor overreaction and stock market seasonality The Journal of Finance 42 (3) 1987 557-581
29. W.F.M. DeBondt R. Thaler Do security analysts overreact? The American Economic Review 80 (2) 1990 52-57
30. W.F.M. DeBondt Discussion of "Competing theories of financial anomalies" Review of Financial Studies 15 (2) 2002 607-613
31. P. Dechow A. Hutton R. Sloan The relation between analysts' forecasts of long-term earnings growth and stock price performance following equity offerings Contemporary Accounting Research 17 (1) 2000 1-32
32. F. DeGeorge J. Patel R. Zeckhauser Earnings management to exceed thresholds The Journal of Business 72 (1) 1999 1-33
33. M. DeGroot Optimal Statistical Decisions 1970 McGraw-Hill, Inc New York
34. Dorfman J. 1991 Heard on the street: Analysts devote more time to selling as firms keep scorecard on performance The Wall Street Journal October 29 C1
35. Dorfman J. 1994 All-star analysts 1994 survey - Ranking the analysts: More than 100 repeat as all-stars. The Wall Street Journal June 29 R1
36. A. Dugar S. Nathan The effects of investment banking relationships on financial analysts' earnings forecasts and investment recommendations Contemporary Accounting Research 12 (1) 1995 131-160
37. J. Easterwood S. Nutt Inefficiency in analysts earnings forecasts: Systematic misreaction or systematic optimism? The Journal of Finance 54 (5) 1999 1777-1797
38. P.T. Elgers M.H. Lo Reduction in analysts' earnings forecast errors using information in prior earnings and security returns Journal of Accounting Research 32 (2) 1994 290-303
39. Elliot G. Komunjer I. Timmerman A. 2003A Estimating loss function parameters Working Paper University of California at San Diego
40. Elliot G. Komunjer I. Timmerman A. 2003B Biases in macroeconomic forecasts: Irrationality, or asymmetric loss? Working Paper University of California at San Diego
41. J. Elliott D. Philbrick C. Wiedman Evidence from archival data on the relation between security analysts' forecasts errors and prior forecast revisions Contemporary Accounting Research 11 (2) 1995 919-938
42. E.F. Fama J.D. MacBeth Risk, return and equilibrium: Empirical tests Journal of Political Economy 81 (3) 1973 607-636
43. W.E. Ferson C.R. Harvey Conditioning variables and the cross section of stock returns Journal of Finance 54 (4) 1999 1325-1360
44. J. Francis D. Philbrick Analysts' decisions as products of a multi-task environment Journal of Accounting Research 31 (2) 1993 216-230
45. T.J. Frecka W.S. Hopwood The effects of outliers on the cross-sectional distributional properties of financial ratios The Accounting Review 58 (1) 1983 115-128
46. T.J. Fried D. Givoly Financial analysts' forecasts of earnings: A better surrogate for market expectations Journal of Accounting and Economics 4 (2) 1982 85-107
47. D. Givoly The formation of earnings expectations The Accounting Review 60 (3) 1985 372-386
48. D. Givoly C. Hayn The changing time-series properties of earnings, cash flows and accruals: Has financial reporting become more conservative? Journal of Accounting and Economics 29 (3) 2000 287-320
49. Z. Gu J. Wu Earnings skewness and analyst forecast bias Journal of Accounting and Economics 35 (1) 2003 5-29
50. J.A. Hausman Specification tests in econometrics Econometrica 46 (6) 1978 1251-1271
51. R.M. Hayes The impact of trading commission incentives on analysts' stock coverage decisions and earnings forecasts Journal of Accounting Research 36 (2) 1998 299-320
52. L. Hwang C.L. Jan S. Basu Loss firms and analysts' earnings forecast errors Journal of Financial Statement Analysis 1 (2) 1996 18-30
53. H. Hong J. Kubik Analyzing the analysts: Career concerns and biased earnings forecasts The Journal of Finance 58 (1) 2003 313-351
54. P. Irvine Do analysts generate trades for their firms? Evidence from the Toronto Stock Exchange Journal of Accounting and Economics 30 (2) 2000 209-226
55. C.M. Jarque A.K. Bera Efficient tests for normality, heteroskedasticity and serial independence of regression residuals Economics Letters 6 (3) 1980 255-259
56. M.P. Keane D.E. Runkle Testing the rationality of price forecasts: New evidence from panel data The American Economic Review 80 (4) 1990 714-735
57. M.P. Keane D.E. Runkle Are financial analysts' forecasts of corporate profits rational? Journal of Political Economy 106 (4) 1998 768-805
58. P.E. Kennedy Sinning in the basement: What are the rules? The ten commandments of applied econometrics Journal of Economic Surveys 16 (4) 2002 569-589
59. A. Klein A direct test of the cognitive bias theory of share price reversals Journal of Accounting and Economics 13 (2) 1990 155-166
60. R. Koenker Galton, Edgeworth, Frisch, and prospects for quantile regression in econometrics Journal of Econometrics 95 (2) 2000 347-374
61. Koenker R. Hallock K.F. 2000 Quantile Regression: An introduction Working Paper University of Illinois at Urbana-Champaign. Available at:
62. T. Lim Rationality and analysts' forecast bias The Journal of Finance 56 (1) 2001 369-385
63. H. Lin M. McNichols Underwriting relationships, analysts' earnings forecasts and investment recommendations Journal of Accounting and Economics 25 (1) 1998 101-127
64. T. Lys S. Sohn The association between revisions of financial analysts' earnings forecasts and security-price changes Journal of Accounting and Economics 13 (4) 1990 341-363
65. D.A. Matsumoto Management's incentives to avoid negative earnings surprises The Accounting Review 77 (3) 2002 483-514
66. D.N. McCloskey S.T. Ziliak The standard error of regressions Journal of Economic Literature 34 (1) 1996 97-114
67. J.W. McKean R.M. Schrader Least absolute errors analysis of variance In: Y. Dodge (Ed.) Statistical Data Analysis - Based on L1 Norm and Related Methods 1987 North-Holland Amsterdam 297-305
68. M. McNichols P. O'Brien Self-selection and analyst coverage Journal of Accounting Research 35 Suppl. 1997 167-199
69. R. Mendenhall Evidence of possible underweighting of earnings-related information Journal of Accounting Research 29 1991 170-180
70. M.B. Mikhail B.R. Walther R.H. Willis Does forecast accuracy matter to security analysts? The Accounting Review 74 (2) 1999 185-200
71. M.L. Mitchell E. Stafford Managerial decisions and long-term stock price performance The Journal of Business 73 (3) 2000 287-329
72. D.O. Moses On bankruptcy indicators from analysts' earnings forecasts Journal of Accounting, Auditing and Finance 5 (3) 1990 379-409
73. J. Muth Rational expectations and the theory of price movements Econometrica 29 (4) 1961 315-335
74. W.K. Newey J.L. Powell Asymmetric least squares estimation and testing Econometrica 55 (4) 1987 819-847
75. W.K. Newey D.W. West A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix Econometrica 55 (3) 1987 703-708
76. J. Nocera Who really moves the market? Fortune 27 1997 90-110
77. P. O'Brien Analysts' forecasts as earnings expectations Journal of Accounting and Economics 10 (1) 1988 53-83
78. K. Pender Less bull on wall street? What the settlement with Merrill Lynch means for investment research San Francisco Chronicle 23 2002 B1
79. S. Portnoy R. Koenker The Gaussian hare and the Laplacian tortoise: Computability of squared-error versus absolute-error estimators, with discussion Statistical Science 12 (4) 1997 279-300
80. Reuters News 2002 AG Edwards' Houck Lehman's Cheng top rankings March 27
81. M. Rubinstein Rational markets: Yes or no? The affirmative case Financial Analysts Journal 57 (3) 2001 15-29
82. K. Schipper Analysts' forecasts Accounting Horizons 5 (4) 1991 105-121
83. S. Stickel Reputation and performance among security analysts The Journal of Finance 47 (5) 1992 1811-1836
84. S. Teoh T. Wong Why new issues and high-accrual firms underperform: The role of analysts' credibility The Review of Financial Studies 15 (3) 2002 869-900
85. H.R. Varian A Bayesian approach to real estate assessment In: S.E. Fienberg A. Zellner (Eds.), Studies in Bayesian Econometrics and Statistics in Honor of Leonard J. Savage 1975 North-Holland Amsterdam 195-208
86. H.A. White A heteroskedasticity-consistent covariance matrix estimator and a direct test for heteroskedasticity Econometrica 48 (3) 1980 817-838
87. Wiegold F. 2002 Best on the street (A Special Report): 2001 Analysts survey-how the survey was conducted. The Wall Street Journal June 26 R4
88. V. Zarnowitz Rational expectations and macroeconomic forecasts Journal of Business and Economic Statistics 3 (4) 1985 293-310
89. Zitzewitz E. 2001 Measuring herding and exaggeration by equity analysts and other opinion sellers Working Paper Stanford University