Gewinnprognosen: Realitätsverweigerung der Analysten
Von Kilian Bizer, Ibrahim Filiz, Florian Kirchhoff, Thomas Nahmer, Markus Spiwoks und Peter von Holten
sofia Diskussionsbeiträge 2025, No. 7 https://doi.org/10.46850/sofia.9783947850174
In der vorliegenden Studie werden Prognosen zur Entwicklung der Unternehmensgewinne in der US-amerikanischen Volkswirtschaft untersucht. Der Prognosegegenstand ist die prozentuale Veränderung der „Pre-Tax Corporate Profits“ gegenüber dem Vorjahr. Diese Prognosen liegen für den Zeitraum von 1990 bis 2024 vor. Die Prognosen weisen 24 unterschiedliche Prognosehorizonte auf (von 24 Monaten bis zu einem Monat). Sehr überraschend ist der Befund, dass der durchschnittliche Prognosefehler mit abnehmendem Prognosehorizont nicht zurückgeht. Das widerspricht bisherigen empirischen Befunden und ist ein Solitär im Bereich der volkswirtschaftlichen Makro-Prognosen. Darüber hinaus zeigt sich, dass die Prognostiker zum Herdenverhalten neigen, die Variabilität der Wirklichkeit unterschätzen und keineswegs zu optimistisch sind..
References
- Abarbanell, J. S. (1991). "Do analysts' earnings forecasts incorporate information in prior stock price changes?" Journal of Accounting and Economics, 14(2), 147-165, ISSN 0165-4101. https://doi.org/10.1016/0165-4101(91)90003-7
- Abarbanell, J. S. & Bernard, V. L. (1992). "Test of Analysts' Overreaction/Underreaction to Earn-ings Information as an Explanation for Anomalous Stock Price Behavior." The Journal of Finance, 47, 1181-1207. https://doi.org/10.1111/j.1540-6261.1992.tb04010.x
- Abarbanell, J. & Lehavy, R. (2003a). "Can Stock Recommendations Predict Earnings Manage-ment and Analysts' Earnings Forecast Errors?" Journal of Accounting Research, 41(1), 1-31. https://doi.org/10.1111/1475-679X.00093
- Abarbanell, J. & Lehavy, R. (2003b). "Biased forecasts or biased earnings? The role of reported earnings in explaining apparent bias and over/underreaction in analysts' earnings fore-casts." Journal of Accounting and Economics, 36 (1-3), 105-146. https://doi.org/10.1016/j.jacceco.2003.11.001
- Abernathy, J. L., Herrmann, D., Kang, T. & Krishnan, G. V. (2013). "Audit committee financial expertise and properties of analyst earnings forecasts." Advances in Accounting, 29(1), 1-11. https://doi.org/10.1016/j.adiac.2012.12.001
- Aboud, A., Roberts, C. & Zalata, A. M. (2018). "The impact of IFRS 8 on financial analysts' earn-ings forecast errors: EU evidence." Journal of International Accounting, Auditing and Taxation, 33, 2-17. https://doi.org/10.1016/j.intaccaudtax.2018.08.001
- Ackert, L. F. & Hunter, W. C. (1993). "Business Cycles and Analysts' Forecasts: Further Evidence of Rationality." Economic Review, 13-22.
- Ackert, L. F. & Hunter, W. C. (1994). "Rational Expectations and the Dynamic Adjustment of Security Analysts' Forecasts to New Information." Journal of Financial Research, 17, 387-401. https://doi.org/10.1111/j.1475-6803.1994.tb00200.x
- Ahmed, A. S., Nainar, S. M. K. & Zhou, J. (2005). "Do Analysts' Earnings Forecasts Fully Reflect the Information in Accruals?" Canadian Journal of Administrative Sciences, 22(4), 329-342. https://doi.org/10.1111/j.1936-4490.2005.tb00378.x
- Aiolfi, M., Rodriguez, M., & Timmermann, A. (2010). "Understanding Analysts' Earnings Expec-tations: Biases, Nonlinearities, and Predictability." Journal of Financial Econometrics, 8(3), 305-334. https://doi.org/10.1093/jjfinec/nbp024
- Ajinkya, B. B., Atiase, R. K. & Gift, M. J. (1991). "Volume of Trading and the Dispersion in Fi-nancial Analysts' Earnings Forecasts." The Accounting Review, 66(2), 389-401.
- Ajinkya, B. B. & Gift, M. J. (1985). "Dispersion of financial analysts' earnings forecasts and the (option model) implied standard deviations of stock returns." The Journal of Finance, 40(5), 1353-1365. https://doi.org/10.1111/j.1540-6261.1985.tb02387.x
- Ali, A., Klein, A. & Rosenfeld, J. (1992). "Analysts' Use of Information about Permanent and Transitory Earnings Components in Forecasting Annual EPS." The Accounting Review, 67, 183-198.
- Amir, E. & Ganzach, Y. (1998). "Overreaction and underreaction in analysts' forecasts." Journal of Economic Behavior & Organization, 37(3), 333-347.
https://doi.org/10.1016/S0167-2681(98)00092-4 - Amiram, D., Landsman, W. R., Owens, E. L. & Stubben, S. R. (2018). "How are analysts' fore-casts affected by high uncertainty?" Journal of Business Finance & Accounting, 45(3-4), 295-318. https://doi.org/10.1111/jbfa.12270
- Anagnostopoulou, S. C. (2010). "Does the capitalization of development costs improve analyst forecast accuracy? Evidence from the UK." Journal of International Financial Manage-ment & Accounting, 21(1), 62-83. https://doi.org/10.1111/j.1467-646X.2009.01036.x
- André, P., Filip, A. & Moldovan, R. (2016). "Segment disclosure quantity and quality under IFRS 8: Determinants and the effect on financial analysts' earnings forecast errors." The In-ternational Journal of Accounting, 51(4), 443-461. https://doi.org/10.1016/j.intacc.2016.10.008
- Ashbaugh, H. & Pincus, M. (2001). "Domestic accounting standards, international accounting standards, and the predictability of earnings." Journal of accounting research, 39(3), 417-434. https://doi.org/10.1111/1475-679X.00020
- Athavale, M., Myring, M. & Groeber, R. (2013). "Analyst earnings forecasts in BRIC countries." Journal of Applied Business and Economics, 14(5), 71-82.
- Avramov, D., Chordia, T., Jostova, G. & Philipov, A. (2009). "Dispersion in analysts' earnings forecasts and credit rating." Journal of Financial Economics, 91(1), 83-101. https://doi.org/10.1016/j.jfineco.2008.02.005
- Azevedo, V., Bielstein, P. & Gerhart, M. (2021). "Earnings forecasts: the case for combining analysts' estimates with a cross-sectional model." Review of Quantitative Finance and Accounting, 56(2), 545-579. https://doi.org/10.1007/s11156-020-00902-z
- Bae, K. H., Stulz, R. M. & Tan, H. (2008). "Do local analysts know more? A cross-country study of the performance of local analysts and foreign analysts." Journal of Financial Econom-ics, 88(3), 581-606. https://doi.org/10.1016/j.jfineco.2007.02.004
- Baginski, S. P. & Hassell, J. M. (1990). "The Market Interpretation of Management Earnings Forecasts as a Predictor of Subsequent Financial Analyst Forecast Revision." The Ac-counting Review, 65(1), 175-190.
- Ball, R. T. & Ghysels, E. (2018). "Automated earnings forecasts: Beat analysts or combine and conquer?" Management Science, 64(10), 4936-4952.
https://doi.org/10.1287/mnsc.2017.2864 - Bandyopadhyay, S. P., Brown, L. D. & Richardson, G. D. (1995). "Analysts' use of earnings fore-casts in predicting stock returns: Forecast horizon effects." International Journal of Fore-casting, 11(3), 429-445. https://doi.org/10.1016/0169-2070(95)00593-0
- Barefield, R. M. & Comiskey, E. E. (1975). "The Accuracy of Analysts' Forecasts of Earning per Share." Journal of Business Research, 3, 241-252.
https://doi.org/10.1016/0148-2963(75)90025-9 - Barefield, R. M., Comiskey, E. E. & McDonald, C. L. (1979). "Accuracy of Management and Security Analysts' Forecasts: Additional Evidence." Journal of Business Research, 7, 109-115. https://doi.org/10.1016/0148-2963(79)90001-8
- Barron, O. E., Byard, D., Kile, C. & Riedl, E. J. (2002). "High‐technology intangibles and ana-lysts' forecasts." Journal of Accounting Research, 40(2), 289-312.
https://doi.org/10.1111/1475-679X.00048 - Barron, O. E., Byard, D. & Yu, Y. (2008). "Earnings surprises that motivate analysts to reduce average forecast error." The Accounting Review, 83(2), 303-325. https://doi.org/10.2308/accr.2008.83.2.303
- Barron, O. E., Kile, C. O. & O'Keefe, T. B. (1999). "MD&A Quality as Measured by the SEC and Analysts' Earnings Forecasts." Contemporary Accounting Research, 16(1), 75-109. https://doi.org/10.1111/j.1911-3846.1999.tb00575.x
- Barron, O. E. & Stuerke, P. S. (1998). "Dispersion in Analysts' Earnings Forecasts as a Measure of Uncertainty." Journal of Accounting, Auditing & Finance, 13(3), 245-270. https://doi.org/10.1177/0148558X9801300305
- Barth, M. E. & Hutton, A. P. (2004). "Analyst Earnings Forecast Revisions and the Pricing of Ac-cruals." Review of Accounting Studies, 9, 59-96.
https://doi.org/10.1023/B:RAST.0000013629.59222.df - Bartley, J. W. & Cameron, A. B. (1991). "Long Run Earnings Forecasts by Managers and Finan-cial Analysts." Journal of Business Finance & Accounting, 18, 21-41. https://doi.org/10.1111/j.1468-5957.1991.tb00577.x
- Basi, B. A., Carey, K. J. & Twark, R. D. (1976). "A Comparison of the Accuracy of Corporate and Securities Analysts' Forecasts of Earnings." The Accounting Review, 51, 321-330.
- Basu, S., Hwang, L. S. & Jan, C.-L. (1998). "International Variation in Accounting Measurement Rules and Analysts' Earnings Forecast Errors." Journal of Business Finance & Accounting, 25(9-10), 1207-1247. https://doi.org/10.1111/1468-5957.00234
- Basu, S. & Markov, S. (2004). "Loss function assumptions in rational expectations tests on fi-nancial analysts' earnings forecasts." Journal of Accounting and Economics, 38, 171-203. https://doi.org/10.1016/j.jacceco.2004.09.001
- Bathke, A. J., Hassel, J. M. & Lukawitz, J. M. (1991). "Relative Accuracy of Quarterly Earnings Forecast Announcements." Advances in Accounting, 9, 19-33.
- Beckers, S., Steliaros, M. & Thomson, A. (2004). "Bias in European Analysts' Earnings Fore-casts." Financial Analysts Journal, 60(2), 74-85.
https://doi.org/10.2469/faj.v60.n2.2611 - Behn, B. K., Choi, J. H. & Kang, T. (2008). "Audit quality and properties of analyst earnings forecasts." The Accounting Review, 83(2), 327-349.
https://doi.org/10.2308/accr.2008.83.2.327 - Berger, P. G., Ham, C. G. & Z. R. Kaplan. (2019). "Do Analysts Say Anything About Earnings Without Revising Their Earnings Forecasts?" The Accounting Review, 94 (2), 29-52. https://doi.org/10.2308/accr-52164
- Black, E. L. & Carnes, T. A. (2006). "Analysts' forecasts in Asian‐Pacific Markets: The relation-ship among macroeconomic factors, accounting systems, bias and accuracy." Journal of International Financial Management & Accounting, 17(3), 208-227. https://doi.org/10.1111/j.1467-646X.2006.00127.x
- Bochkay, K. & Levine, C. B. (2019). "Using MD&A to improve earnings forecasts." Journal of Accounting, Auditing & Finance, 34(3), 458-482.
https://doi.org/10.1177/0148558X17722919 - Bradshaw, M. T., Christensen, T. E., Gee, K. H. & Whipple, B. C. (2018). "Analysts' GAAP earn-ings forecasts and their implications for accounting research." Journal of Accounting and Economics, 66(1), 46-66. https://doi.org/10.1016/j.jacceco.2018.01.003
- Bradshaw, M., Drake, M., Myers, J. & Myers, L. (2012). "A re-examination of analysts' superiori-ty over time-series forecasts of annual earnings." Review of Accounting Studies, 17(4), 944-968. https://doi.org/10.1007/s11142-012-9185-8
- Bradshaw, M. T., Lee, L. F. & Peterson, K. (2016). "The interactive role of difficulty and incen-tives in explaining the annual earnings forecast walkdown." The Accounting Review, 91(4), 995-1021. https://doi.org/10.2308/accr-51398
- Bratten, B., Larocque, S. & Yohn, T. L. (2023). "Filling in the GAAPs in individual analysts' street earnings forecasts." Management Science, 69(8), 4790-4809.
https://doi.org/10.1287/mnsc.2022.4553 - Brous, P. A. & Kini, O. (1993). "A reexamination of analysts' earnings forecasts for takeover targets." Journal of Financial Economics, 33(2), 201-225.
doi.org/10.1016/0304-405X(93)90004-U - Brown, L. D. (1983). "Accounting Changes and the Accuracy of Analysts' Earnings Forecasts." Journal of Accounting Research, 21(2), 432-443.
https://doi.org/10.2307/2490783 - Brown, L. D. (1996). "Analyst Forecasting Errors and Their Implications for Security Analysis: An Alternative Perspective." Financial Analysts Journal, 52, 40-47. https://doi.org/10.2469/faj.v52.n1.1965
- Brown, L. D. (1997). "Analyst Forecasting Errors: Additional Evidence." Financial Analysts Jour-nal, 53, 81-88.
https://doi.org/10.2469/faj.v53.n6.2133 - Brown, L. D. (2001). "A Temporal Analysis of Earnings Surprise: Profits versus Losses." Journal of Accounting Research, 39, 221-241.
https://doi.org/10.1111/1475-679X.00010 - Brown, L. D., Call, A. C., Clement, M. B. & Sharp, N. Y. (2015). "Inside the 'Black Box' of Sell-Side Financial Analysts." Journal of Accounting Research, 53(1), 1-47. https://doi.org/10.1111/1475-679X.12067
- Brown, P., Foster, G. & Noreen, E. (1985). "Security analyst multi-year earnings forecasts and the capital market." Studies in Accounting Research, 21.
- Brown, L., Griffin, P., Hagerman, L. & Zmijewski, M. (1987a). "Security analyst superiority rela-tive to univariate time-series models in forecasting quarterly earnings." Journal of Ac-counting and Economics 9, 61-87. https://doi.org/10.1016/0165-4101(87)90017-6
- Brown, L. D. & Mohammad, E. (2010). "Is analyst earnings forecast ability only firm specific?" Contemporary Accounting Research, 27(3), 727-750.
https://doi.org/10.1111/j.1911-3846.2010.01025.x - Brown, L. D., Richardson, G. D. & Schwager, S. J. (1987b). "The Information Interpretation of Financial Analysts Superiority in Forecasting Earnings." Journal of Accounting Research, 25, 49-67. https://doi.org/10.2307/2491258
- Brown, L. & Rozeff, M. (1978). "The superiority of analyst forecasts as measures of expecta-tions: Evidence from earnings." The Journal of Finance, 33(1), 1-16. https://doi.org/10.1111/j.1540-6261.1978.tb03385.x
- Brown, L. D. & Zhou, L. (2015). "Interactions between analysts' and managers' earnings fore-casts." International Journal of Forecasting, 31(2), 501-514.
https://doi.org/10.1016/j.ijforecast.2014.10.002 - Butler, K. C. & Lang, L. H. (1991). "The Forecast Accuracy of Individual Analysts: Evidence of Systematic Optimism and Pessimism." Journal of Accounting Research, 29, 150-156. https://doi.org/10.2307/2491033
- Butler, K. C. & Saraoglu, H. (1999). "Improving Analysts' Negative Earnings Forecasts." Financial Analysts Journal, 55, 48-56.
https://doi.org/10.2469/faj.v55.n3.2271 - Call, A. C., Chen, S. & Tong, Y. H. (2009). "Are analysts' earnings forecasts more accurate when accompanied by cash flow forecasts?" Review of Accounting Studies, 14, 358-391. https://doi.org/10.1007/s11142-009-9086-7
- Call, A. C., Hewitt, M., Watkins, J. & Yohn, T. L. (2021). "Analysts' annual earnings forecasts and changes to the I/B/E/S database." Review of Accounting Studies, 26, 1-36. https://doi.org/10.1007/s11142-020-09560-x
- Capstaff, J., Paudyal, K. & Rees, W. (1995). "The Accuracy and Rationality of Earnings Forecast by UK Analysts." Journal of Business Finance & Accounting, 22, 69-87. https://doi.org/10.1111/j.1468-5957.1995.tb00672.x
- Capstaff, J., Paudyal, K. & Rees, W. (1998). "Analysts' Forecasts of German Firms' Earnings: A Comparative Analysis." Journal of International Financial Management & Accounting, 9, 83-116. https://doi.org/10.1111/1467-646X.00032
- capstaff, J., Paudyal, K. & Rees, W. (2001). "A Comparative Analysis of Earnings Forecasts in Europe." Journal of Business Finance & Accounting, 28, 531-562. https://doi.org/10.1111/1468-5957.00384
- Cen, L., Hilary, G., & Wei, K. C. J. (2013). "The Role of Anchoring Bias in the Equity Market: Evidence from Analysts' Earnings Forecasts and Stock Returns." Journal of Financial and Quantitative Analysis, 48(1), 47-76. https://doi.org/10.1017/S0022109012000609
- Ciftci, M., Mashruwala, R. & Weiss, D. (2016). "Implications of Cost Behavior for Analysts' Earn-ings Forecasts Available to Purchase." Journal of Management Accounting Research, 28(1), 57-80. https://doi.org/10.2308/jmar-51073
- Chalmers, K., Clinch, G., Godfrey, J. M. & Wei, Z. (2012). "Intangible assets, IFRS and analysts' earnings forecasts." Accounting & Finance, 52(3), 691-721.
https://doi.org/10.1111/j.1467-629X.2011.00424.x - Chan, L. K. C., Karceski, J. & Lakonishok, J. (2007). "Analysts' Conflicts of Interest and Biases in Earnings Forecasts." Journal of Financial and Quantitative Analysis, 42(4), 893-913. https://doi.org/10.1017/S0022109000003434
- Chatfield, R. E., Moyer, R. C. & Sisneros, P. M. (1989). "The Accuracy of Long-Term Earnings Forecasts for Industrial Firms." Quarterly Journal of Business and Economics, 28(3), 91-104.
- Chopra, V. K. (1998). "Why so much error in analysts' earnings forecasts?" Financial Analysts Journal, 54(6), 35-42.
https://doi.org/10.2469/faj.v54.n6.2223 - Ciccone, S. J. (2005). "Trends in analyst earnings forecast properties." International Review of Financial Analysis, 14(1), 1-22.
https://doi.org/10.1016/j.irfa.2004.06.001 - Claus, J., & Thomas, J. (2001). "Equity Premia as Low as Three Percent? Evidence from Analysts' Earnings Forecasts for Domestic and International Stock Markets." The Journal of Fi-nance, 56(5), 1629-1666. https://doi.org/10.1111/0022-1082.00384
- Clement, M. B. (1999). "Analyst forecast accuracy: Do ability, resources, and portfolio complexi-ty matter?" Journal of Accounting and Economics, 27(3), 285-303. https://doi.org/10.1016/S0165-4101(99)00013-0
- Clement, M. B., Koonce, L. & Lopez, T. J. (2007). "The roles of task-specific forecasting experi-ence and innate ability in understanding analyst forecasting performance." Journal of Accounting and Economics, 44(3), 378-398. https://doi.org/10.1016/j.jacceco.2007.04.002
- Coën, A., Desfleurs, A. & L'Her, J. F. (2009). "International evidence on the relative importance of the determinants of earnings forecast accuracy." Journal of Economics and Business, 61(6), 453-471. https://doi.org/10.1016/j.jeconbus.2009.06.004
- Cohen, D. A. & Lys, T. Z. (2003). "A note on analysts' earnings forecast errors distribution." Journal of Accounting and Economics, 36(1-3), 147-164.
https://doi.org/10.1016/j.jacceco.2003.11.002 - Conroy, R. M. & Harris, R. S. (1995). "Analysts' earnings forecasts in Japan: Accuracy and sell-side optimism." Pacific-Basin Finance Journal, 3(4), 393-408.
https://doi.org/10.1016/0927-538X(95)00014-C - Conroy, R. M. & Harris, R. S. (1987). "Consensus Forecasts of Corporate Earnings: Analysts' Forecasts and Time Series Methods." Management Science, 33, 725-738. https://doi.org/10.1287/mnsc.33.6.725
- Constantinou, C. P., Forbes, W. P. & Skerratt, L. (2003). "Analyst Underreaction in the United Kingdom." Financial Management, 32, 93-106.
https://doi.org/10.2307/3666338 - Cooper, R. A., Day, T. E. & Lewis, C. M. (2001). "Following the leader: a study of individual analysts' earnings forecasts." Journal of Financial Economics, 61(3), 383-416. https://doi.org/10.1016/S0304-405X(01)00067-8
- Cordeiro, J. J. & Kent Jr., D. D. (2001). "Do EVA™ adopters outperform their industry peers? Evidence from security analyst earnings forecasts." American Business Review, 19(2), 57-63.
- Cotter, J., Tarca, A. & Wee, M. (2012). "IFRS adoption and analysts' earnings forecasts: Austral-ian evidence." Accounting & Finance, 52(2), 395-419.
https://doi.org/10.1111/j.1467-629X.2010.00392.x - Cragg, J. G. & Malkiel, B. G. (1968). "The Consensus and Accuracy of Some Predictions of the Growth of Corporate Earnings." The Journal of Finance, 23, 67-84. https://doi.org/10.1111/j.1540-6261.1968.tb02998.x
- Crichfield, T., Dyckman, T. & Lakonishok, J. (1978). "An Evaluation of Security Analysts' Fore-casts." The Accounting Review, 53, 651-668.
- Das, S. (1998). "Financial Analysts' Earnings Forecast for Loss Firms." Managerial Finance, 24, 39-50. https://doi.org/10.1108/03074359810765570
- Das, S. & Saudagaran, S. M. (1998). "Accuracy, Bias and Dispersion in Analysts' Earnings Fore-casts: The Case of Cross-Listed Foreign Firms." Journal of International Financial Man-agement and Accounting, 9, 16-33. https://doi.org/10.1111/1467-646X.00028
- Datta, S., Iskandar-Datta, M. & Sharma, V. (2011). "Product market pricing power, industry con-centration and analysts' earnings forecasts." Journal of Banking & Finance, 35(6), 1352-1366. https://doi.org/10.1016/j.jbankfin.2010.10.016
- Datta, S., Doan, T. & Iskandar-Datta, M. (2022). "Top executives' gender and analysts' earnings forecasts." Finance Research Letters, 47. https://doi.org/10.1016/j.frl.2022.102965
- De Bondt, W. F. M. & Forbes, W. P. (1999). "Herding in analyst earnings forecasts: evidence from the United Kingdom." European Financial Management, 5(2), 143-163. https://doi.org/10.1111/1468-036X.00087
- De Bondt, W. F. M. & Thaler, R. (1990). "Do Security Analysts Overreact?" American Economic Review, 80, 52-57.
- Dick‐Nielsen, J., Gyntelberg, J. & Thimsen, C. (2022). "The cost of capital for banks: Evidence from analyst earnings forecasts." The Journal of Finance, 77(5), 2577-2611. https://doi.org/10.1111/jofi.13168
- Ding, X., Tan, W. & Kang, Y. (2021). "The spillover effect of regulatory penalties on manage-ment and analysts' earnings forecasts: Empirical evidence based on directors networks in China." International Review of Economics & Finance, 76, 502-515. https://doi.org/10.1016/j.iref.2021.07.003
- Dolvin, S. D., Pyles, M. K. & Wu, Q. (2009). "Analysts get SAD too: The effect of seasonal affec-tive disorder on stock analysts' earnings estimates." The Journal of Behavioral Finance, 10(4), 214-225. https://doi.org/10.1080/15427560903372809
- Dreman, D. N. & Berry, M. A. (1995). "Analyst Forecasting Errors and Their Implications for Se-curity Analysis." Financial Analysts Journal, 51, 30-41.
https://doi.org/10.2469/faj.v51.n3.1903 - Dugar, A. & Nathan, S. (1995). "The Effect of Investment Banking Relationships on Financial Analysts' Earnings Forecasts and Investment Recommendations." Contemporary Ac-counting Research, 12(1), 131-160. https://doi.org/10.1111/j.1911-3846.1995.tb00484.x
- Dunn, K. & Nathan, S. (1998). "The effect of industry diversification on consensus and individual analysts' earnings forecasts." Available at SSRN 102908.
https://doi.org/10.2139/ssrn.102908 - Eames, M. J. & Glover, S. M. (2003). "Earnings Predictability and the Direction of Analysts' Earn-ings Forecast Errors." The Accounting Review, 78 (3), 707-724. https://doi.org/10.2308/accr.2003.78.3.707
- Easterwood, J. C. & Nutt, S. R. (1999). "Inefficiency in Analysts' Earnings Forecasts: Systematic Misreaction or Systematic Optimism?" The Journal of Finance, 54(5), 1777-1797. https://doi.org/10.1111/0022-1082.00166
- Elgers, P. T. & Lo, M. H. (1994). "Reductions in analysts' annual earnings forecast errors using information in prior earnings and security returns." Journal of accounting research, 32(2), 290-303. https://doi.org/10.2307/2491287
- Elton, E. J. & Gruber, M. J. (1972). "Earnings Estimate and the Accuracy of Expectational Data." Management Science, 18, 409-424.
https://doi.org/10.1287/mnsc.18.8.B409 - Ely, K. M. & Mande, V. (1996). "The Interdependent Use of Earnings and Dividends in Financial Analysts' Earnings Forecasts." Contemporary Accounting Research, 13(2), 435-456. https://doi.org/10.1111/j.1911-3846.1996.tb00510.x
- Eng, L. & Teo, K. (1999). "The Relation Between Annual Report Disclosures, Analysts' Earnings Forecasts and Analyst Following: Evidence From Singapore," Pacific Accounting Review, 11(1/2), 219-239. https://doi.org/10.1108/eb037944
- Ertimur, Y., Mayew, W. J. & Stubben, S. R. (2011). "Analyst reputation and the issuance of dis-aggregated earnings forecasts to I/B/E/S." Review of Accounting Studies, 16, 29-58. https://doi.org/10.1007/s11142-009-9116-5
- Feldman, R., Livnat, J. & Zhang, Y. (2019). "Analysts' earnings forecast, recommendation and target price revisions." SSRN: https://ssrn.com/abstract=1883819.
- Filiz, I., Judek, J. R., Lorenz, M. & Spiwoks, M. (2021). "Sticky Stock Market Analysts," in: Jour-nal of Risk and Financial Management, 14(12), 1-27.
https://doi.org/10.3390/jrfm14120593 - Firth, M. & Gift, M. (1999). "An international comparison of analysis' earnings forecast accura-cy." International Advances in Economic Research, 5(1), 56-64. https://doi.org/10.1007/BF02295031
- Fraser, P. & MacDonald, R. (1993). "The efficiency of CAC stock price forecasts: A survey-based perspective." Revue Économique, 44, 991-1000.
https://doi.org/10.3406/reco.1993.409492 - Fried, D. & Givoly, D. (1982). "Financial Analysts' Forecasts of Earnings: A Better Surrogate for Market Expectations." Journal of Accounting & Economics, 4, 85-107. https://doi.org/10.1016/0165-4101(82)90015-5
- Friesen, G. & Weller, P. A. (2006). "Quantifying cognitive biases in analyst earnings forecasts." Journal of Financial Markets, 9(4), 333-365.
https://doi.org/10.1016/j.finmar.2006.07.001 - Fujiwara, I., Ichiue, H., Nakazono, Y. & Shigemi, Y. (2013). "Financial markets forecasts revisit-ed: Are they rational, stubborn, or jumpy?" Economics Letters, 118, 526-30. https://doi.org/10.1016/j.econlet.2012.12.037
- Garrido-Miralles, P. & Sanabria-García, S. (2014). "The impact of mandatory IFRS adoption on financial analysts' earnings forecasts in Spain." Spanish Journal of Finance and Account-ing/Revista Espanola de Financiacion y Contabilidad, 43(2), 111-131. https://doi.org/10.1080/02102412.2014.911587
- Glaum, M., Baetge, J., Grothe, A. & Oberdörster, T. (2011). "Introduction of International Ac-counting Standards, Disclosure Quality and Accuracy of Analysts' Earnings Forecasts." European Accounting Review, 22(1), 79-116. https://doi.org/10.1080/09638180.2011.558301
- Givoly, D. (1985). "The Formation of Earnings Expectations." The Accounting Review, 60, 372-386.
- Givoly, D. & Lakonishok, J. (1980). "Financial analysts' forecasts of earnings: Their value to in-vestors." Journal of Banking & Finance, 4(3), 221-233.
https://doi.org/10.1016/0378-4266(80)90020-5 - Groysberg, B., Healy, P. & Chapman, C. (2008). "Buy-Side vs. Sell-Side Analysts' Earnings Fore-casts." Financial Analysts Journal, 64(4), 25-39.
https://doi.org/10.2469/faj.v64.n4.3 - Gu, F. & Wang, W. (2005). "Intangible assets, information complexity, and analysts' earnings forecasts." Journal of Business Finance & Accounting, 32(9‐10), 1673-1702. https://doi.org/10.1111/j.0306-686X.2005.00644.x
- Gul, F. A., Hutchinson, M. & Lai, K. M. Y. (2013). "Gender-Diverse Boards and Properties of Analyst Earnings Forecasts." Accounting Horizons, 27(3), 511-538. https://doi.org/10.2308/acch-50486
- Guttman, I. (2010). "The Timing of Analysts' Earnings Forecasts." The Accounting Review, 85(2), 513-545.
https://doi.org/10.2308/accr.2010.85.2.513 - Hall, J. L. & Tacon, P. B. (2010). "Forecast accuracy and stock recommendations." Journal of Contemporary Accounting & Economics, 6(1), 18-33.
https://doi.org/10.1016/j.jcae.2010.04.003 - Han, B. H. & Manry, D. (2000). "The implications of dispersion in analysts' earnings forecasts for future ROE and future returns." Journal of Business Finance & Accounting, 27(1-2), 99-125. https://doi.org/10.1111/1468-5957.00307
- Harris, R. D. (1999). "The Accuracy, Bias and Efficiency of Analysts' Long Run Earnings Growth Forecast." Journal of Business Finance & Accounting, 26, 725-755. https://doi.org/10.1111/1468-5957.00273
- Harris, R. D. & Wang, P. (2019). "Model-based earnings forecasts vs. financial analysts' earnings forecasts." The British Accounting Review, 51(4), 424-437.
https://doi.org/10.1016/j.bar.2018.10.002 - Hassel, J. M. & Jennings, R. H. (1986). "Relative Forecast Accuracy and the Timing of Earnings Forecast Announcement." Accounting Review, 61, 58-75.
- Helbok, G. & Walker, M. (2004). "On the nature and rationality of analysts' forecasts under earnings conservatism." The British Accounting Review, 36(1), 45-77. https://doi.org/10.1016/j.bar.2003.07.001
- Hodgdon, C., Tondkar, R. H., Harless, D. W. & Adhikari, A. (2008). "Compliance with IFRS dis-closure requirements and individual analysts' forecast errors." Journal of international accounting, auditing and taxation, 17(1), 1-13. https://doi.org/10.1016/j.intaccaudtax.2008.01.002
- Hong, H. & Kubik, J. D. (2003). "Analyzing the Analysts: Career Concerns and Biased Earnings Forecasts." The Journal of Finance, 58(1), 313-351.
https://doi.org/10.1111/1540-6261.00526 - Hong, H., Kubik, J. D. & Solomon, A. (2000). "Security analysts' career concerns and herding of earnings forecasts." The RAND Journal of Economics, 31(1), 121-144. https://doi.org/10.2307/2601032
- Hope, O. K. (2003). "Disclosure practices, enforcement of accounting standards, and analysts' forecast accuracy: An international study." Journal of accounting research, 41(2), 235-272. https://doi.org/10.1111/1475-679X.00102
- Hope, O. K. & Kang, T. (2005). "The association between macroeconomic uncertainty and ana-lysts' forecast accuracy." Journal of International Accounting Research, 4(1), 23-38. https://doi.org/10.2308/jiar.2005.4.1.23
- Horton, J., Serafeim, G. & Serafeim, I. (2013). "Does mandatory IFRS adoption improve the in-formation environment?" Contemporary accounting research, 30(1), 388-423. https://doi.org/10.1111/j.1911-3846.2012.01159.x
- Hou, J., Zhao, S. & Yang, H. (2018). "Security analysts' earnings forecasting performance based on information transmission network." Physica A: Statistical Mechanics and Its Applica-tions, 509, 611-619. https://doi.org/10.1016/j.physa.2018.06.093
- Hou, T. C. T. & Gao, S. (2021). "The impact of economic freedom on financial analysts' earnings forecast: Evidence from the Asia-Pacific region." Finance Research Letters, 43, 102009. https://doi.org/10.1016/j.frl.2021.102009
- Hribar, P. & McInnis, J. (2011). "Investor Sentiment and Analysts' Earnings Forecast Errors." Management Science, 58(2), 293-307.
https://doi.org/10.1287/mnsc.1110.1356 - Hsu, D. & Chiao, C. (2011). "Relative accuracy of analysts' earnings forecasts over time: a Mar-kov chain analysis." Review of Quantitative Finance and Accounting, 37(4), 477-507. https://doi.org/10.1007/s11156-010-0214-z
- Hu, J., Long, W., Luo, L. & Peng, Y. (2021). "Share pledging and optimism in analyst earnings forecasts: Evidence from China." Journal of Banking & Finance, 132, 106245. https://doi.org/10.1016/j.jbankfin.2021.106245
- Huang, S. X., Pereira, R. & Wang, C. (2017). "Analyst Coverage and the Likelihood of Meeting or Beating Analyst Earnings Forecasts." Contemporary Accounting Research, 34(2), 871-899. https://doi.org/10.1111/1911-3846.12289
- Huang, W. & Wright, B. (2015). "Analyst earnings forecast under complex corporate ownership in China." Journal of International Financial Markets, Institutions and Money, 35, 69-84. https://doi.org/10.1016/j.intfin.2015.01.003
- Huberts, L. C. & Fuller, R. J. (1995). "Predictability Bias in the U.S. Equity Market." Financial Analysts Journal, 51, 12-28.
https://doi.org/10.2469/faj.v51.n2.1877 - Hunton, J. E. & McEwen, R. A. (1997). "An Assessment of the Relation between Analysts' Earn-ings Forecast Accuracy, Motivational Incentives and Cognitive Information Search Strat-egy." The Accounting Review, 72(4), 497-515.
- Hussain, S. (1997). "The impact of segment definition on the accuracy of analysts' earnings forecasts." Accounting and Business Research, 27(2), 145-156.
https://doi.org/10.1080/00014788.1997.9729540 - Hutton, A. P. (2005). "Determinants of Managerial Earnings Guidance Prior to Regulation Fair Disclosure and Bias in Analysts' Earnings Forecasts." Contemporary Accounting Re-search, 22(4), 867-914. https://doi.org/10.1506/6QUR-CR5M-AQQX-KX1A
- Hutton, A. P., Lee, L. F. & Shu, S. Z. (2012). "Do Managers Always Know Better? The Relative Accuracy of Management and Analyst Forecasts." Journal of Accounting Research, 50(5), 1217-1244. https://doi.org/10.1111/j.1475-679X.2012.00461.x
- Hwang, L.-S., Jan, C.-L. & Basu, S. (1996). "Loss Firms and Analysts' Earnings Forecast Errors." The Journal of Financial Statement Analysis, 1(2), SSRN: https://ssrn.com/abstract=2428819.
- Ibbotson, R. G. & Kaplan, P. D. (2000). Does Asset Allocation Policy Explain 40, 90, or 100 Per-cent of Performance? Financial Analysts Journal, 56(1), 26-33.
https://doi.org/10.2469/faj.v56.n1.2327 - Imhoff, E. A. (1978). "Representativeness of Management Earnings Forecasts." The Accounting Review, 53, 836-850.
- Imhoff, E. A. & Paré, P. V. (1982). "Analysis of Earnings Forecast Agents." Journal of Account-ing Research, 20, 429-439. https://doi.org/10.2307/2490750
- Jacob, J., Lys, T. Z. & Neale, M. A. (1999). "Expertise in forecasting performance of security ana-lysts." Journal of Accounting and Economics, 28(1), 51-82.
https://doi.org/10.1016/S0165-4101(99)00016-6 - Jaggi, B. & Jain, R. (1998). "An evaluation of financial analysts' earnings forecasts for Hong Kong firms." Journal of International Financial Management & Accounting, 9(3), 177-200. https://doi.org/10.1111/1467-646X.00036
- Jennings, R. (1987). "Unsystematic Security Price Movements, Management Earnings Forecasts, and Revisions in Consensus Analyst Earnings Forecasts." Journal of Accounting Re-search, 25(1), 90-110. https://doi.org/10.2307/2491260
- Jiao, Y. (2024). "Managing decision fatigue: Evidence from analysts' earnings forecasts." Jour-nal of Accounting and Economics, 77(1), 101615.
https://doi.org/10.1016/j.jacceco.2023.101615 - Jung, D. J. (2005). "A critical review on analyst's earnings forecasts." Academy of Banking Stud-ies Journal, 4(1/2), 47.
- Kendall, M. G. (1962). "Rank correlation methods." 3rd edition, New York: Hafner.
- Kendall, M. G. (1949). "Rank and product-moment correlation." Biometrika, 36, 177-193. https://doi.org/10.1093/biomet/36.1-2.177
- Kendall, M. G. & Gibbons, J. D. (1990). "Rank correlation methods." (5th ed.). New York: Ox-ford University Press.
- Kang, S.-H., O'Brien, J. & Sivaramakrishnan, K. (1994). "Analysts' Interim Earnings Forecasts: Evidence on the Forecasting Process." Journal of Accounting Research, 32, 103-112. https://doi.org/10.2307/2491389
- Keane, M. P. & Runkle, D. E. (1998). "Are Financial Analysts' Forecasts of Corporate Profits Ra-tional?" Journal of Political Economy, 106, 768-805.
https://doi.org/10.1086/250029 - Keskek, S., Tse, S. & Tucker, J. W. (2014). "Analyst information production and the timing of annual earnings forecasts." Review of Accounting Studies, 19, 1504-1531. https://doi.org/10.1007/s11142-014-9278-7
- Keung, E. C. (2010). "Do Supplementary Sales Forecasts Increase the Credibility of Financial Analysts' Earnings Forecasts?" The Accounting Review, 85(6), 2047-2074. https://doi.org/10.2308/accr.2010.85.6.2047
- Kim, M. & Prather-Kinsey, J. (2010). "An additional source of financial analysts' earnings fore-cast errors: Imperfect adjustments for cost behavior." Journal of Accounting, Auditing & Finance, 25(1), 27-51. https://doi.org/10.1177/0148558X1002500102
- Kim, Y. & Song, M. (2015). "Management Earnings Forecasts and Value of Analyst Forecast Revisions." Management Science, 61(7), 1663-1683.
https://doi.org/10.1287/mnsc.2014.1920 - Klein, A. (1990). "A Direct Test of the Cognitive Bias Theory of Share Price Reversals." Account-ing and Economics, 13, 155-166. https://doi.org/10.1016/0165-4101(90)90028-3
- Kodde, D. A. & Schreuder, H. (1984). "Forecasting Corporate Revenue and Profit: Time-Series Models versus Management and Analysts." Journal of Business Finance & Accounting, 11, 381-395. https://doi.org/10.1111/j.1468-5957.1984.tb00757.x
- Kothari, S. P., So, E. & Verdi, R. (2016). "Analysts' forecasts and asset pricing: A survey. Annual Review of Financial Economics." 8(1), 197-219. https://doi.org/10.1146/annurev-financial-121415-032930
- Kross, W., Ro, B. & Schroeder, D. (1990). "Earnings Expectations: The Analysts' Information Advantage." The Accounting Review, 65(2), 461-476.
- Kubota, K., Suda, K. & Takehara, H. (2010). "Dissemination of Accruals Information, Role of Semi‐Annual Reporting, and Analysts' Earnings Forecasts: Evidence from Japan." Journal of International Financial Management & Accounting, 21(2), 120-160. https://doi.org/10.1111/j.1467-646X.2010.01038.x
- Kwag, S. W. A. & Small, K. (2007). "The impact of regulation fair disclosure on earnings man-agement and analyst forecast bias." Journal of Economics and Finance, 31(1), 87-98. https://doi.org/10.1007/BF02751514
- Lacina, M., Lee, B. B. & Xu, R. Z. (2011). "An evaluation of financial analysts and naïve methods in forecasting long-term earnings." In Advances in business and management forecast-ing, 8, 77-101. https://doi.org/10.1108/S1477-4070(2011)0000008009
- Lakonishok, J. (1980). "Stock market return expectations: Some general properties." The Journal of Finance, 35, 921-931. https://doi.org/10.1111/j.1540-6261.1980.tb03510.x
- Lambert, D., Matolcsy, Z. & Wyatt, A. (2015). "Analysts' earnings forecasts and technological conditions in the firm's investment environment." Journal of Contemporary Accounting & Economics, 11(2), 104-120. https://doi.org/10.1016/j.jcae.2015.01.002
- Lang, M. H. & Lundholm, R. J. (1996). "Corporate disclosure policy and analyst behavior." Ac-counting review, 467-492.
- Larocque, S. (2013). "Analysts' earnings forecast errors and cost of equity capital estimates." Review of Accounting Studies, 18, 135-166. https://doi.org/10.1007/s11142-012-9207-6
- Le, C. H. A., Shan, Y. & Taylor, S. (2024). "International economic policy uncertainty and ana-lysts' earnings forecasts." Pacific-Basin Finance Journal, 85, 102403. https://doi.org/10.1016/j.pacfin.2024.102403
- Lee, S., Pandit, S. & Willis, R. H. (2013). "Equity method investments and sell-side analysts' in-formation environment." The Accounting Review, 88(6), 2089-2115. https://doi.org/10.2308/accr-50539
- Lehavy, R., Li, F. & Merkley, K. (2011). "The effect of annual report readability on analyst follow-ing and the properties of their earnings forecasts." The Accounting Review, 86(3), 1087-1115. https://doi.org/10.2308/accr.00000043
- Lehmer, T., Lourie, B. & Shanthikumar, D. (2022). "Brokerage trading volume and analysts' earnings forecasts: a conflict of interest?" Review of Accounting Studies, 27, 441-476. https://doi.org/10.1007/s11142-021-09619-3
- Lim, C. Y., Lim, C. Y. & Lobo, G. J. (2013). "IAS 39 reclassification choice and analyst earnings forecast properties." Journal of accounting and public policy, 32(5), 342-356. https://doi.org/10.1016/j.jaccpubpol.2013.06.006
- Lim, E. (2025). "Balancing Multiple Goals: The Effects of Performance Shortfalls Relative to Aspi-rations vs. Analysts' Earnings Forecasts." Journal of Management Studies, 62(4), 1491-1523. https://doi.org/10.1111/joms.13111
- Lim, T. (2001). "Rationality and Analysts' Forecast Bias." The Journal of Finance, 56(1), 369-385.
https://doi.org/10.1111/0022-1082.00329 - Liu, S. (2017). "The impact of equity incentive plans on analysts' earnings forecasts and stock recommendations for Chinese listed firms: An empirical study." Journal of International Accounting, Auditing and Taxation, 29, 1-13. https://doi.org/10.1016/j.intaccaudtax.2017.03.002
- Liu, Y., Yang, L. & Xiong, L. (2023). "Performance commitments and the properties of analyst earnings forecasts: Evidence from Chinese reverse merger firms." International Review of Financial Analysis, 89, 102775. https://doi.org/10.1016/j.irfa.2023.102775
- Loh, R. K. & Mian, M. (2003). "The quality of analysts' earnings forecasts during the Asian crisis: evidence from Singapore." Journal of Business Finance & Accounting, 30(5‐6), 749-770. https://doi.org/10.1111/1468-5957.05443
- Lui, Y. (1992). "An Evaluation of Security Analysts' Earnings Forecasts: Hong Kong Evidence." City Polytechnic of Hong Kong, Department of Economics and Finance, (No. 44).
- Luo, K. & Wu, S. (2022). "Corporate sustainability and analysts' earnings forecast accuracy: Evidence from environmental, social and governance ratings. Corporate Social Responsi-bility and Environmental Management." 29(5), 1465-1481. https://doi.org/10.1002/csr.2284
- Lys, T. & Sohn, S. (1990). "The Association between Revisions of Financial Analysts' Earnings Forecasts and Security Price Changes." Journal of Accounting & Economics, 13, 341-364. https://doi.org/10.1016/0165-4101(90)90009-S
- Lys, T. & Soo, L. G. (1995). Analysts' forecast precision as a response to competition. Journal of Accounting, Auditing & Finance, 10(4), 751-765.
https://doi.org/10.1177/0148558X9501000404 - Machuga, S. M., Pfeiffer, R. J. & Verma, K. (2002). "Economic value added, future accounting earnings, and financial analysts' earnings per share forecasts." Review of Quantitative Finance and Accounting, 18, 59-73. https://doi.org/10.1023/A:1013814328460
- Maines, L. A., McDaniel, L. S. & Harris, M. S. (1997). "Implications of proposed segment report-ing standards for financial analysts' investment judgments." Journal of Accounting Re-search, 35, 1-24. https://doi.org/10.2307/2491450
- Mamatzakis, E. & Bagntasarian, A. (2020). "The nexus between CEO incentives and analysts' earnings forecasts." International Journal of Finance & Economics, 26(4), 6205-6248. https://doi.org/10.1002/ijfe.2117
- Mande, V. & Son, M. (2012). "CEO Centrality and Meeting or Beating Analysts' Earnings Fore-casts." Journal of Business Finance & Accounting, 39(1-2), 82-112. https://doi.org/10.1111/j.1468-5957.2011.02262.x
- Mendenhall, R. R. (1991). "Evidence on the Possible Underweighting Earnings-Related Infor-mation." Journal of Accounting Research, 29, 170-179.
https://doi.org/10.2307/2491035 - Mensah, Y. M., Song, X. & Ho, S. S. M. (2004). "The Effect of Conservatism on Analysts' Annu-al Earnings Forecast Accuracy and Dispersion." Journal of Accounting, Auditing & Fi-nance, 19(2), 159-183. https://doi.org/10.1177/0148558X0401900203
- Mikhail, M. B., Walther, B. R. & Willis, R. H. (1997). "Do security analysts improve their perfor-mance with experience?" Journal of Accounting Research, 35, 131-157. https://doi.org/10.2307/2491458
- Mikhail, M. B., Walther, B. R. & Willis, R. H. (2003). "The Effect of Experience on Security Ana-lyst Underreaction." Journal of Accounting & Economics, 35, 101-116. https://doi.org/10.1016/S0165-4101(02)00099-X
- Miller, J. S. & Sedor, L. M. (2014). "Do stock prices influence analysts' earnings forecasts?" Be-havioral Research in Accounting, 26(1), 85-108.
https://doi.org/10.2308/bria-50626 - Myring, M. & Wrege, W. (2009). "Analysts' earnings forecast accuracy and activity: A time-series analysis." Journal of Business & Economics Research, 7(5), 87-96. https://doi.org/10.19030/jber.v7i5.2295
- Noh, M., Park, H. & Cho, M. (2017). "The effect of the dependence on the work of other audi-tors on error in analysts' earnings forecasts." International Journal of Accounting & In-formation Management, 25(1), 110-136. https://doi.org/10.1108/IJAIM-11-2015-0077
- O'Brien, P. C. (1988). "Analysts' Forecasts as Earnings Expectations." Journal of Accounting & Economics, 10, 53-83. https://doi.org/10.1016/0165-4101(88)90023-7
- O'Brien, P. C. (1990). "Forecast Accuracy of Individual Analysts in Nine Industries". Journal of Accounting Research, 28(2), 286-304.
https://doi.org/10.2307/2491151 - Ogburn, W. F. (1934). "Studies in Prediction and the Distortion of Reality." Social Forces, 13(2), 224-229.
https://doi.org/10.2307/2570338 - O'Hanlon, J. & Whiddett, R. (1991). "Do UK Security Analysts Overreact?" Accounting and Business Research, 22, 63-74.
https://doi.org/10.1080/00014788.1991.9729419 - Orens, R. & Lybaert, N. (2007). "Does the financial analysts' usage of non-financial information influence the analysts' forecast accuracy? Some evidence from the Belgian sell-side fi-nancial analyst." The International Journal of Accounting, 42(3), 237-271. https://doi.org/10.1016/j.intacc.2007.06.002
- Patz, D. H. (1989). "UK Analysts' Earnings Forecasts." Accounting and Business Research, 19(75), 267-275. https://doi.org/10.1080/00014788.1989.9728856
- Peek, E. (2001). "Discretion in Financial Reporting and Properties of Analysts' Earnings Fore-casts." Tinbergen Institute Research Series No. 252.
- Rahman, J., Zhang, J. & Dong, S. (2019). "Factors Affecting the Accuracy of Analysts' Forecasts: A Review of the Literature." Academy of Accounting and Financial Studies Journal, 23(3), 1-18.
- Ramnath, S., Rock, S. & Shane, P. (2008). "The financial analyst forecasting literature: A taxon-omy with suggestions for further research." International Journal of Forecasting, 24(1), 34-75. https://doi.org/10.1016/j.ijforecast.2007.12.006
- Ramnath, S., Rock, S. & Shane, P. (2005). "Value line and I/B/E/S earnings forecasts." Interna-tional Journal of Forecasting, 21(1), 185-198.
https://doi.org/10.1016/j.ijforecast.2004.02.002 - Richards, R. M. (1976). "Analysts' performance and the accuracy of corporate earnings fore-casts." The Journal of Business, 49(3), 350-357.
https://doi.org/10.1086/295856 - Rothovius, T. (2003). "Empirical Evidence on Earnings and Analysts' Earnings Forecasts." Uni-versity of Vaasa, Acta Wasaensia, 110.
- Rouhou, N. C., Douagi, W. B. M. & Hussainey, K. (2015). "The effect of IFRS enforcement fac-tors on analysts' earnings forecasts accuracy." Corporate Ownership and Control, 13(1) (continued 2), 266-282. https://doi.org/10.22495/cocv13i1c2p5
- Ruland, W. (1978). "The Accuracy of Forecasts by Management and by Financial Analysts." The Accounting Review, 53, 439-447.
- Schipper, K. (1991). "Analysts' forecasts." Accounting Horizons, 5(4), 105-121.
- Schreuder, H. & Klaassen, J. (1984). "Confidential Revenue and Profit Forecasts by Management and Financial Analysts: Evidence from the Netherlands." The Accounting Review, 59, 64-77.
- Sharpe, S. A. & Gil de Rubio Cruz, A. (2024). "Predicting Analysts' S&P 500 Earnings Forecast Errors and Stock Market Returns using Macroeconomic Data and Nowcasts." Finance and Economics Discussion Series, FEDS, 49. https://doi.org/10.17016/feds.2024.049
- Sinha, P., Brown, L. D. & Das, S. (1997). "A Re-Examination of Financial Analysts' Differential Earnings Forecast Accuracy." Contemporary Accounting Research, 14(1), 1-42. https://doi.org/10.1111/j.1911-3846.1997.tb00518.x
- Smith Raedy, J., Shane, P. & Yang, Y. (2006). "Horizon-Dependent Underreaction in Financial Analysts' Earnings Forecasts." Contemporary Accounting Research, 23(1), 291-322. https://doi.org/10.1506/F2MW-D22D-WNQQ-D034
- Sougiannis, T. & Yaekura, T. (2001). "The Accuracy and Bias of Equity Values Inferred from Ana-lysts' Earnings Forecasts." Journal of Accounting, Auditing & Finance, 16(4), 331-362. https://doi.org/10.1177/0148558X0101600407
- Spiwoks, M. (2009). "Deceptive Unity: Surprising Characteristics of Pre-Tax Corporate Profit Forecasts." International Research Journal of Finance and Economics, 26, 170-177.
- Spiwoks, M. (2004). "The Usefulness of ZEW Stock Market Forecasts for Active Portfolio Man-agement Strategies." Journal of Economics and Statistics, 224, 557-78. https://doi.org/10.1515/jbnst-2004-0503
- Spiwoks, M. & Hein, O. (2007). "The currency, bond, and stock market forecasts of the Center for European Economic Research." AStA Economic and Social Statistics Archive, 1, 43-52.
- Stickel, S. E. (1993). "Accuracy improvements from a consensus of updated individual analyst earnings forecasts." International Journal of Forecasting, 9(3), 345-353. https://doi.org/10.1016/0169-2070(93)90029-M
- Stickel, S. E. (1990). "Predicting Individual Analyst Earnings Forecasts." Journal of Accounting Research, 28(2), 409-417.
https://doi.org/10.2307/2491158 - Stotz, A. (2016). "An Empirical Study of Financial Analysts Earnings Forecast Accuracy." School of Management, University of Science and Technology of China, SSRN 2943146. https://doi.org/10.2139/ssrn.2943146
- Tang, S., Qin, C. & Qi, F. (2025). "Circuit courts and capital market transparency: Evidence from analysts' earnings forecasts." Finance Research Letters, 77, 107150. https://doi.org/10.1016/j.frl.2025.107150
- Theil, H. (1958). "Economic Forecasts and Policy." Amsterdam: North Holland Publishing Company.
- Trueman, B. (1990). "On the incentives for security analysts to revise their earnings forecasts." Contemporary Accounting Research, 7(1), 203-222.
https://doi.org/10.1111/j.1911-3846.1990.tb00810.x - Veenman, D. & Verwijmeren, P. (2018). "Do investors fully unravel persistent pessimism in ana-lysts' earnings forecasts?" The Accounting Review, 93(3), 349-377. https://doi.org/10.2308/accr-51864
- Wallmeier, M. (2005). "Analysts' earnings forecasts for DAX100 firms during the stock market boom of the 1990s." Financial Markets and Portfolio Management, 19(2), 131-151. https://doi.org/10.1007/s11408-005-3382-4
- Walther, B. R. & Willis, R. H. (2013). "Do investor expectations affect sell-side analysts' forecast bias and forecast accuracy?" Review of Accounting Studies, 18(1), 207-227. https://doi.org/10.1007/s11142-012-9204-9
- Wang, L. & Alam, P. (2007). "Information technology capability: firm valuation, earnings uncer-tainty, and forecast accuracy." Journal of Information Systems, 21(2), 27-48. https://doi.org/10.2308/jis.2007.21.2.27
- Wang, Y., Chen, Y. & Wang, J. (2015). "Management earnings forecasts and analyst forecasts: Evidence from mandatory disclosure system." China Journal of Accounting Research, 8(2), 133-146. https://doi.org/10.1016/j.cjar.2014.09.001
- Wang, J., Gan, J. & Li, Z. (2021). "Industrial policy, uncertainty, and analysts' earnings forecast: Evidence from China." Economic Analysis and Policy, 70, 249-258. https://doi.org/10.1016/j.eap.2021.02.013
- Wang, Y., Liu, Z. & Wang, X. (2022). "The supply of analysts and earnings forecasts." Interna-tional Review of Financial Analysis, 84.
https://doi.org/10.1016/j.irfa.2022.102404 - Wang, J., Tian, X. & Ma, X. (2024). "Common institutional ownership and analyst earnings forecasts." International Review of Economics & Finance, 96, 103522. https://doi.org/10.1016/j.iref.2024.103522
- Waymire, G. (1986). "Additional Evidence on the Accuracy of Analyst Forecasts before and after Voluntary Management Earnings Forecasts." The Accounting Review, 61, 129-142.
- Weiss, D. (2010). "Cost Behavior and Analysts' Earnings Forecasts." The Accounting Review, 85(4), 1441-1471.
https://doi.org/10.2308/accr.2010.85.4.1441 - Wieland, M. M. (2011). "Identifying Consensus Analysts' Earnings Forecasts that Correctly and Incorrectly Predict an Earnings Increase." Journal of Business Finance & Accounting, 38(5-6), 574-600. https://doi.org/10.1111/j.1468-5957.2011.02236.x
- Wild, J. J. & Kwon, S. S. (1994). "Earnings Expectations, Firm Size, and the Informativeness of Stock Prices." Journal of Business Finance & Accounting, 21, 975-996. https://doi.org/10.1111/j.1468-5957.1994.tb00359.x
- Wilson, M. & Wu, Y. (2011). "Do Publicly Signaled Earnings Management Incentives Affect Analyst Forecast Accuracy?" Abacus, 47(3), 315-342.
https://doi.org/10.1111/j.1467-6281.2011.00343.x - Wu, Y., Liu, T., Han, L. & Yin, L. (2018). "Optimistic bias of analysts' earnings forecasts: Does investor sentiment matter in China?" Pacific-Basin Finance Journal, 49, 147-163. https://doi.org/10.1016/j.pacfin.2018.04.010
- Xie, Y., Zhang, Y. & Zhou, J. (2012). "National Level, City Level Auditor Industry Specialization and Analyst Forecast Properties." International Journal of Auditing, 16(3), 248-267. https://doi.org/10.1111/j.1099-1123.2012.00449.x
- Yu, M. (2010). "Analyst forecast properties, analyst following and governance disclosures: A global perspective." Journal of International Accounting, Auditing and Taxation, 19(1), 1-15. https://doi.org/10.1016/j.intaccaudtax.2009.12.001
- Yu, M. & Wang, Y. (2018). "Firm-specific corporate governance and analysts' earnings forecast characteristics: Evidence from Asian stock markets." International Journal of Accounting & Information Management, 26(3), 335-361. https://doi.org/10.1108/IJAIM-03-2017-0040
- Zhang, Z. & Luo, Q. (2024). "Retail investor attention and analyst earnings forecasts: Evidence from China." Pacific-Basin Finance Journal, 83, 102238.
https://doi.org/10.1016/j.pacfin.2023.102238 - Zhao, Y. & Li, L. (2024). "Confucian culture and analysts' earnings forecast accuracy." Finance Research Letters, 65, 105589.
doi.org/10.1016/j.frl.2024.105589