Are analysts’ Forecasts Reliable? A Machine Learning-Based Analysis of the Target Price Accuracy

References

• Ang, A., R. J. Hodrick, Y. Xing, and X. Zhang. 2006. “The Cross-Section of Volatility and Expected Returns.” The Journal of Finance 61 (1):259–99. doi: 10.1111/j.1540-6261.2006.00836.x
   Web of Science ®Google Scholar
• Asquith, P., M. B. Mikhail, and A. S. Au. 2005. “Information Content of Equity Analyst Reports.” Journal of Financial Economics 75 (2):245–82. doi: 10.1016/j.jfineco.2004.01.002
   Web of Science ®Google Scholar
• Baker, M., and J. Wurgler. 2006. “Investor Sentiment and the Cross-Section of Stock Returns.” The Journal of Finance 61 (4):1645–80. doi: 10.1111/j.1540-6261.2006.00885.x
   Web of Science ®Google Scholar
• Balakrishnan, K., E. Bartov, and L. Faurel. 2010. “Post Loss/Profit Announcement Drift.” Journal of Accounting and Economics 50 (1):20–41. doi: 10.1016/j.jacceco.2009.12.002
   Web of Science ®Google Scholar
• Ball, R., J. Gerakos, J. T. Linnainmaa, and V. V. Nikolaev. 2015. “Deflating Profitability.” Journal of Financial Economics 117 (2):225–48. doi: 10.1016/j.jfineco.2015.02.004
   Web of Science ®Google Scholar
• Basu, S. 1983. “The Relationship between Earnings’ Yield, Market Value and Return for Nyse Common Stocks: Further Evidence.” Journal of Financial Economics 12 (1):129–56. doi: 10.1016/0304-405X(83)90031-4
   Web of Science ®Google Scholar
• Bhandari, L. C. 1988. “Debt/Equity Ratio and Expected Common Stock Returns: Empirical Evidence.” The Journal of Finance 43 (2):507–28. doi: 10.2307/2328473
   Web of Science ®Google Scholar
• Bilinski, P., D. Lyssimachou, and M. Walker. 2013. “Target Price Accuracy: International Evidence.” The Accounting Review 88 (3):825–51. doi: 10.2308/accr-50378
   Web of Science ®Google Scholar
• Bonini, S., L. Zanetti, R. Bianchini, and A. Salvi. 2010. “Target Price Accuracy in Equity Research.” Journal of Business Finance & Accounting 37 (9-10):1177–217. doi: 10.1111/j.1468-5957.2010.02209.x
   Web of Science ®Google Scholar
• Bradshaw, M. T., L. D. Brown, and K. Huang. 2013. “Do Sell-Side Analysts Exhibit Differential Target Price Forecasting Ability?” Review of Accounting Studies 18 (4):930–55. doi: 10.1007/s11142-012-9216-5
   Web of Science ®Google Scholar
• Bradshaw, M. T., A. G. Huang, and H. Tan. 2019. “The Effects of Analyst-Country Institutions on Biased Research: Evidence from Target Prices.” Journal of Accounting Research 57 (1):85–120. doi: 10.1111/1475-679X.12245
   Web of Science ®Google Scholar
• Brav, A., and R. Lehavy. 2003. “An Empirical Analysis of Analysts’ Target Prices: Short-Term Informativeness and Long-Term Dynamics.” The Journal of Finance 58 (5):1933–67. doi: 10.1111/1540-6261.00593
   Web of Science ®Google Scholar
• Brennan, M. J., T. Chordia, A. Subrahmanyam, and Q. Tong. 2012. “Sell-Order Liquidity and the Cross-Section of Expected Stock Returns.” Journal of Financial Economics 105 (3):523–41. doi: 10.1016/j.jfineco.2012.04.006
   Web of Science ®Google Scholar
• Bustamante, M. C., and A. Donangelo. 2017. “Product Market Competition and Industry Returns.” The Review of Financial Studies 30 (12):4216–66. doi: 10.1093/rfs/hhx033
   Web of Science ®Google Scholar
• Buxbaum, M., W. Schultze, and S. L. Tiras. 2023. “Do Analysts’ Target Prices Stabilize the Stock Market?” Review of Quantitative Finance and Accounting 61:763–816. doi: 10.1007/s11156-024-01275-3
   Web of Science ®Google Scholar
• Cao, S., W. Jiang, J. L. Wang, and B. Yang. 2021. Forthcoming. “From Man vs. machine to Man + Machine: The Art and ai of Stock Analyses.” Journal of Financial Economics; Columbia Business School Research Paper. doi: 10.2139/ssrn.3840538
   Google Scholar
• Chen, A., C. Chang, L. Cheng, and H. Tu. 2016. “Do Analysts Cater to Investor Beliefs via Target Prices.” International Review of Economics & Finance 44:232–52. doi: 10.1016/j.iref.2016.04.005
   Web of Science ®Google Scholar
• Chen, L., M. Pelger, and J. Zhu. 2024. “Deep Learning in Asset Pricing.” Management Science 70 (2):714–750. doi: 10.1287/mnsc.2023.4695
   Web of Science ®Google Scholar
• Cheng, L., Y. Su, Z. Yan, and Y. Zhao. 2019. “Corporate Governance and Target Price Accuracy.” International Review of Financial Analysis 64:93–101. doi: 10.1016/j.irfa.2019.05.005
   Web of Science ®Google Scholar
• Chung, K. H., and H. Zhang. 2014. “A Simple Approximation of Intraday Spreads Using Daily Data.” Journal of Financial Markets 17:94–120. doi: 10.1016/j.finmar.2013.02.004
   Web of Science ®Google Scholar
• Clarkson, P., A. Nekrasov, A. Simon, and I. Tutticci. 2020. “Target Price Forecasts: Fundamentals and Behavioral Factors.” Journal of Business Finance & Accounting 47 (9–10):1365. doi: 10.1111/jbfa.12497
   Google Scholar
• Clatworthy, M. A., D. A. Peel, and P. F. Pope. 2012. “Are Analysts’ Loss Functions Asymmetric?” Journal of Forecasting 31 (8):736–56. doi: 10.1002/for.1253
   Web of Science ®Google Scholar
• Clement, M. B. 1999. “Analyst Forecast Accuracy: Do Ability, Resources, and Portfolio Complexity Matter?” Journal of Accounting and Economics 27 (3):285–303. doi: 10.1016/S0165-4101(99)00013-0
   Web of Science ®Google Scholar
• Connolly, R., C. Stivers, and L. Sun. 2005. “Stock Market Uncertainty and the Stock-Bond Return Relation.” Journal of Financial and Quantitative Analysis 40 (1):161–94. doi: 10.1017/S0022109000001782
   Web of Science ®Google Scholar
• Cooper, M. J., H. Gulen, and M. J. Schill. 2008. “Asset Growth and the Cross-Section of Stock Returns.” The Journal of Finance 63 (4):1609–51. doi: 10.1111/j.1540-6261.2008.01370.x
   Web of Science ®Google Scholar
• Da, Z., K. P. Hong, and S. Lee. 2016. “What Drives Target Price Forecasts and Their Investment Value?” Journal of Business Finance & Accounting 43 (3-4):487–510. doi: 10.1111/jbfa.12176
   Web of Science ®Google Scholar
• Da, Z., and E. Schaumburg. 2011. “Relative Valuation and Analyst Target Price Forecasts.” Journal of Financial Markets 14 (1):161–92. doi: 10.1016/j.finmar.2010.09.001
   Web of Science ®Google Scholar
• Datar, V. T., N. Y. Naik, and R. Radcliffe. 1998. “Liquidity and Stock Returns: An Alternative Test.” Journal of Financial Markets 1 (2):203–19. doi: 10.1016/S1386-4181(97)00004-9
   Google Scholar
• De Bondt, W. F., and R. Thaler. 1985. “Does the Stock Market Overreact?” The Journal of Finance 40 (3):793–805. doi: 10.2307/2327804
   Web of Science ®Google Scholar
• Dechow, P. M., and H. You. 2020. “Understanding the Determinants of Analyst Target Price Implied Returns.” The Accounting Review 95 (6):125–49. doi: 10.2308/TAR-2015-0265
   Web of Science ®Google Scholar
• Demirakos, E. G., N. C. Strong, and M. Walker. 2010. “Does Valuation Model Choice Affect Target Price Accuracy?” European Accounting Review 19 (1):35–72. doi: 10.1080/09638180902990630
   Web of Science ®Google Scholar
• Desai, H., S. Rajgopal, and M. Venkatachalam. 2004. “Value-Glamour and Accruals Mispricing: One Anomaly or Two?” The Accounting Review 79 (2):355–85. doi: 10.2308/accr.2004.79.2.355
   Web of Science ®Google Scholar
• D’Acunto, F., R. Liu, C. Pflueger, and M. Weber. 2018. “Flexible Prices and Leverage.” Journal of Financial Economics 129 (1):46–68. doi: 10.1016/j.jfineco.2018.03.009
   Web of Science ®Google Scholar
• Fama, E. F., and K. R. French. 1992. “The Cross-Section of Expected Stock Returns.” The Journal of Finance 47 (2):427–65. doi: 10.2307/2329112
   Web of Science ®Google Scholar
• Fama, E. F., and K. R. French. 1996. “Multifactor Explanations of Asset Pricing Anomalies.” The Journal of Finance 51 (1):55–84. doi: 10.2307/2329302
   Web of Science ®Google Scholar
• Fama, E. F., and K. R. French. 2015. “A Five-Factor Asset Pricing Model.” Journal of Financial Economics 116 (1):1–22. doi: 10.1016/j.jfineco.2014.10.010
   Web of Science ®Google Scholar
• Frankel, R., S. Kothari, and J. Weber. 2006. “Determinants of the Informativeness of Analyst Research.” Journal of Accounting and Economics 41 (1-2):29–54. doi: 10.1016/j.jacceco.2005.10.004
   Web of Science ®Google Scholar
• Freyberger, J., A. Neuhierl, and M. Weber. 2020. “Dissecting Characteristics Nonparametrically.” The Review of Financial Studies 33 (5):2326–77. doi: 10.1093/rfs/hhz123
   Web of Science ®Google Scholar
• Gandhi, P., and H. Lustig. 2015. “Size Anomalies in us Bank Stock Returns.” The Journal of Finance 70 (2):733–68. doi: 10.1111/jofi.12235
   Web of Science ®Google Scholar
• George, T. J., and C-y Hwang. 2007. “Long-Term Return Reversals: Overreaction or Taxes?” The Journal of Finance 62 (6):2865–96. doi: 10.1111/j.1540-6261.2007.01295.x
   Web of Science ®Google Scholar
• Gleason, C. A., W. Bruce Johnson, and H. Li. 2013. “Valuation Model Use and the Price Target Performance of Sell-Side Equity Analysts.” Contemporary Accounting Research 30 (1):80–115. doi: 10.1111/j.1911-3846.2011.01142.x
   Web of Science ®Google Scholar
• Gorodnichenko, Y., and M. Weber. 2016. “Are Sticky Prices Costly? evidence from the Stock Market.” American Economic Review 106 (1):165–99. doi: 10.1257/aer.20131513
   PubMed Web of Science ®Google Scholar
• Green, T. C., R. Jame, S. Markov, and M. Subasi. 2014. “Access to Management and the Informativeness of Analyst Research.” Journal of Financial Economics 114 (2):239–55. doi: 10.1016/j.jfineco.2014.07.003
   Web of Science ®Google Scholar
• Griffin, J. M., and R. M. Stulz. 2001. “International Competition and Exchange Rate Shocks: A Cross-Country Industry Analysis of Stock Returns.” Review of Financial Studies 14 (1):215–41. doi: 10.1093/rfs/14.1.215
   Web of Science ®Google Scholar
• Hao, J., and J. Skinner. 2022. “Analyst Target Price and Dividend Forecasts and Expected Stock Returns.” Journal of Asset Management 24 (2):108–20. doi: 10.1057/s41260-022-00283-z
   Web of Science ®Google Scholar
• Haugen, R. A., and N. L. Baker. 1996. “Commonality in the Determinants of Expected Stock Returns.” Journal of Financial Economics 41 (3):401–39. doi: 10.1016/0304-405X(95)00868-F
   Web of Science ®Google Scholar
• He, G., and A. Z. Li. 2024. “Does Media Coverage of Firms’ Environment, Social, and Governance (ESG) Incidents Affect Analyst Coverage and Forecasts? A Risk Perspective.” International Review of Financial Analysis 94:103289. doi: 10.1016/j.irfa.2024.103289
   Google Scholar
• Hirshleifer, D., K. Hou, S. H. Teoh, and Y. Zhang. 2004. “Do Investors Overvalue Firms with Bloated Balance Sheets?” Journal of Accounting and Economics 38:297–331. doi: 10.1016/j.jacceco.2004.10.002
   Web of Science ®Google Scholar
• Hou, K., G. A. Karolyi, and B.-C. Kho. 2011. “What Factors Drive Global Stock Returns?” Review of Financial Studies 24 (8):2527–74. doi: 10.1093/rfs/hhr013
   Web of Science ®Google Scholar
• Jasic, T., and D. Wood. 2004. “The Profitability of Daily Stock Market Indices Trades Based on Neural Network Predictions: Case Study for the s&p 500, the Dax, the Topix and the Ftse in the Period 1965–1999.” Applied Financial Economics 14 (4):285–97. doi: 10.1080/0960310042000201228
   Google Scholar
• Jegadeesh, N. 1990. “Evidence of Predictable Behavior of Security Returns.” The Journal of Finance 45 (3):881–98. doi: 10.2307/2328797
   Web of Science ®Google Scholar
• Jegadeesh, N., and S. Titman. 1993. “Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency.” The Journal of Finance 48 (1):65–91. doi: 10.2307/2328882
   Web of Science ®Google Scholar
• Jegadeesh, N., and S. Titman. 2001. “Profitability of Momentum Strategies: An Evaluation of Alternative Explanations.” The Journal of Finance 56 (2):699–720. doi: 10.1111/0022-1082.00342
   Web of Science ®Google Scholar
• Jung, M. J., M. F. Wong, and X. F. Zhang. 2015. “Analyst Interest as an Early Indicator of Firm Fundamental Changes and Stock Returns.” The Accounting Review 90 (3):1049–78. doi: 10.2308/accr-50912
   Web of Science ®Google Scholar
• Kaldor, N. 1966. “Marginal Productivity and the Macro-Economic Theories of Distribution: Comment on Samuelson and Modigliani.” The Review of Economic Studies 33 (4):309–19. doi: 10.2307/2974428
   Web of Science ®Google Scholar
• Kaniel, R., Z. Lin, M. Pelger, and S. Van Nieuwerburgh. 2023. “Machine-Learning the Skill of Mutual Fund Managers.” Journal of Financial Economics 150 (1):94–138. doi: 10.1016/j.jfineco.2023.07.004
   Web of Science ®Google Scholar
• Karolyi, G. A., and S. Van Nieuwerburgh. 2020. “New Methods for the Cross-Section of Returns.” The Review of Financial Studies 33 (5):1879–90. doi: 10.1093/rfs/hhaa019
   Web of Science ®Google Scholar
• Kerl, A. G. 2011. “Target Price Accuracy.” Business Research 4 (1):74–96. doi: 10.1007/BF03342727
   Google Scholar
• Lambert, R. 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 38:205–22. doi: 10.1016/j.jacceco.2004.11.001
   Web of Science ®Google Scholar
• Lee, Byunghwan, John O'Brien, and K. Sivaramakrishnan. 2008. “An Analysis of Financial Analysts’ Optimism in Long-Term Growth Forecasts.” Journal of Behavioral Finance 9 (3):171–84. doi: 10.1080/15427560802341889
   Web of Science ®Google Scholar
• Lewellen, J. 2015. “The Cross-Section of Expected Stock Returns.” Critical Finance Review 4 (1):1–44. doi: 10.1561/104.00000024
   Google Scholar
• Litzenberger, R. H., and K. Ramaswamy. 1979. “The Effect of Personal Taxes and Dividends on Capital Asset Prices: Theory and Empirical Evidence.” Journal of Financial Economics 7 (2):163–95. doi: 10.1016/0304-405X(79)90012-6
   Web of Science ®Google Scholar
• Lyandres, E., L. Sun, and L. Zhang. 2008. “The New Issues Puzzle: Testing the Investment-Based Explanation.” Review of Financial Studies 21 (6):2825–55. doi: 10.1093/rfs/hhm058
   Web of Science ®Google Scholar
• Markov, S., and M. Y. Tan. 2006. Loss function asymmetry and forecast optimality: Evidence from individual analysts’ forecasts.
   Google Scholar
• Morgenson, G. 2001. “Price Targets Are Hazardous to Investors’ Wealth.” The New York Times, August 5, 2001. https://www.nytimes.com/2001/08/05/business/market-watch-price-targets-are-hazardous-to-investors-wealth.html
   Google Scholar
• Novy-Marx, R. 2011. “Operating Leverage.” Review of Finance 15 (1):103–34. doi: 10.1093/rof/rfq019
   Web of Science ®Google Scholar
• Novy-Marx, R. 2012. “Is Momentum Really Momentum?” Journal of Financial Economics 103 (3):429–53. doi: 10.1016/j.jfineco.2011.05.003
   Web of Science ®Google Scholar
• Ottaviani, M., and P. Sorensen. 2006. “The Strategy of Professional Forecasting.” Journal of Financial Economics 81 (2):441–66. doi: 10.1016/j.jfineco.2005.08.002
   Web of Science ®Google Scholar
• Palazzo, B. 2012. “Cash Holdings, Risk, and Expected Returns.” Journal of Financial Economics 104 (1):162–85. doi: 10.1016/j.jfineco.2011.12.009
   Web of Science ®Google Scholar
• Palley, A., T. D. Steffen, and F. Zhang. 2023. Forthcoming. “The Effect of Dispersion on the Informativeness of Consensus Analyst Target Prices.” Management Science doi: 10.1287/mnsc.2021.03549
   Web of Science ®Google Scholar
• Pontiff, J., and A. Woodgate. 2008. “Share Issuance and Cross-Sectional Returns.” The Journal of Finance 63 (2):921–45. doi: 10.1111/j.1540-6261.2008.01335.x
   Web of Science ®Google Scholar
• Pursiainen, V. 2022. “Cultural Biases in Equity Analysis.” The Journal of Finance 77 (1):163–211. doi: 10.1111/jofi.13095
   Web of Science ®Google Scholar
• Qian, H. 2009. “Time Variation in Analyst Optimism: An Investor Sentiment Explanation.” Journal of Behavioral Finance 10 (3):182–93. doi: 10.1080/15427560903167753
   Web of Science ®Google Scholar
• Sloan, R. G. 1996. “Do Stock Prices Fully Reflect Information in Accruals and Cash Flows about Future Earnings?” Accounting Review 71 (3):289–315.
   Web of Science ®Google Scholar
• Soliman, M. T. 2008. “The Use of Dupont Analysis by Market Participants.” The Accounting Review 83 (3):823–53. doi: 10.2308/accr.2008.83.3.823
   Web of Science ®Google Scholar