Hostname: page-component-cd9895bd7-gxg78 Total loading time: 0 Render date: 2024-12-27T09:48:10.816Z Has data issue: false hasContentIssue false

Bayesian Learning in Financial Markets: Testing for the Relevance of Information Precision in Price Discovery

Published online by Cambridge University Press:  06 April 2009

Nikolaus Hautsch
Affiliation:
nikolaus.hautsch@wiwi.hu-berlin.de, Humboldt-Universität zu Berlin, Department of Economics, Spandauer Str. 1, D-10178, Berlin, Germany
Dieter Hess
Affiliation:
hess@wiso.uni-koeln.de, University of Cologne, Corporate Finance Seminar and Centre for Financial Research, Albert-Magnus-Platz, D-50923, Cologne, Germany

Abstract

Bayesian learning claims that the strength of the price impact of unanticipated information depends on the relative precision of traders' prior and posterior beliefs. In this paper, we test for this implication of Bayesian models by analyzing intraday price responses of T-bond futures to U.S. employment announcements. By employing additional detailed information in addition to the widely used headline figures, we extract release-specific precision measures. We find that the price impact of more precise information is significantly stronger, even after controlling for an asymmetric price response to “good” and “bad” news. This result strengthens previous findings that differences in earnings response coefficients across companies are related to proxies for the credibility of the reported financial information.

Type
Research Article
Copyright
Copyright © School of Business Administration, University of Washington 2007

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

Abarbanell, J. S.; Lanen, W. N.; and Verrecchia, R. E.. “Analysts' Forecasts as Proxies for Investor Beliefs in Empirical Research.” Journal of Accounting and Economics, 20 (1995), 3160.CrossRefGoogle Scholar
Almeida, A.; Goodhart, C. A. E.; and Payne, R.. “The Effects of Macroeconomic News on High Frequency Exchange Rate Behavior.” Journal of Financial and Quantitative Analysis, 33 (1998), 383408.CrossRefGoogle Scholar
Andersen, T. G., and Bollerslev, T.. “Deutsche Mark-Dollar Volatility: Intraday Activity Patterns, Macroeconomic Announcements and Longer Run Dependencies.” Journal of Finance, 53 (1998), 219265.CrossRefGoogle Scholar
Andersen, T. G.; Bollerslev, T.; Diebold, F. X.; and Vega, C.. “Micro Effects of Macro Announcements: Real-Time Price Discovery in Foreign Exchange.” American Economic Review, 93 (2003), 3862.CrossRefGoogle Scholar
Balduzzi, P.; Elton, E. J.; and Green, C.. “Economic News and Bond Prices: Evidence from the U.S. Treasury Market.” Journal of Financial and Quantitative Analysis, 36 (2001), 523543.CrossRefGoogle Scholar
Barberis, N.; Shleifer, A.; and Vishny, R. W.. “A Model of Investor Sentiment.” Journal of Financial Economics, 49 (1998), 307347.CrossRefGoogle Scholar
Becker, K. G.; Finnerty, J. E.; and Kopecky, K. J.. “Macroeconomic News and the Efficiency of International Bond Futures Markets.” Journal of Futures Markets, 16 (1996), 131145.3.0.CO;2-L>CrossRefGoogle Scholar
Blume, L.; Easley, D.; and O'Hara, M.. “Market Statistics and Technical Analysis: The Role of Volume.” Journal of Finance, 49 (1994), 153181.CrossRefGoogle Scholar
Bollerslev, T.; Cai, J.; and Song, F. M.. “Intraday Periodicity, Long Memory Volatility, and Macroeconomic Announcement Effects in the US Treasury Bond Market.” Journal of Empirical Finance, 7 (2000), 3755.CrossRefGoogle Scholar
Bollerslev, T., and Wooldridge, J.. “Quasi-Maximum Likelihood Estimation and Inference in Dynamic Models with Time Varying Covariances.” Econometric Reviews, 11 (1992), 143172.CrossRefGoogle Scholar
Boyd, J. H.; Hu, J.; and Jagannathan, R.. “The Stock Market's Reaction to Unemployment News: Why Bad News Is Usually Good for Stocks.” Journal of Finance, 60 (2005), 649673.CrossRefGoogle Scholar
Collins, D.W., and Kothari, S. P.. “An Analysis of the Intertemporal and Cross-Sectional Determinants of Earnings Response Coefficients.” Journal of Accounting and Economics, 11 (1989), 143181.CrossRefGoogle Scholar
Conrad, J.; Cornell, B.; and Landsman, W. R.. “When Is Bad News Really Bad News?Journal of Finance, 57 (2002), 25072533.CrossRefGoogle Scholar
Cook, T., and Korn, S.. “The Reaction of Interest Rates to the Employment Report: The Role of Policy Anticipations.” Economic Review, Federal Reserve Bank of Richmond, 77 (1991).Google Scholar
Daniel, K.; Hirshleifer, D.; and Subrahmanyam, A.. “Investor Psychology and Security Market Underand Overreactions.” Journal of Finance, 53 (1998), 18391885.CrossRefGoogle Scholar
DeGennaro, R. P., and Shrieves, R. E.. “Public Information Releases, Private Information Arrival and Volatility in the Foreign Exchange Market.” Journal of Empirical Finance, 4 (1997), 295315.CrossRefGoogle Scholar
Douthett, E. B.; Duchac, J. E.; Haw, I.-M.; and Lim, S. C.. “Differential Levels of Disclosure and the Earnings-Return Association: Evidence from Foreign Registrants in the United States.” International Journal of Accounting, 38 (2003), 145162.CrossRefGoogle Scholar
Dwyer, G.-P., and Hafer, R. W.. “Interest Rates and Economic Announcements.” Federal Reserve Bank of St. Louis Review, 71 (1989), 3446.Google Scholar
Ederington, L. H., and Lee, J. H.. “How Markets Process Information: News Releases and Volatility.” Journal of Finance, 48 (1993), 11611191.CrossRefGoogle Scholar
Ederington, L. H., and Lee, J. H.. “The Short-Run Dynamics of the Price Adjustment to New Information.” Journal of Financial and Quantitative Analysis, 31 (1995), 117134.CrossRefGoogle Scholar
Edison, H. J.The Reaction of Exchange Rates and Interest Rates to News Releases.” Discussion Paper 570, Board of Governors of the Federal Reserve System (1996).CrossRefGoogle Scholar
Fama, E. F., and French, K. R.. “Common Risk Factors in the Returns on Stocks and Bonds.” Journal of Financial Economics, 33 (1993), 356.CrossRefGoogle Scholar
Fama, E. F., and French, K. R.. “Multifactor Explanations of Asset Pricing Anomalies.” Journal of Finance, 51 (1996), 5584.CrossRefGoogle Scholar
Feltham, G. A., and Pae, J.. “Analysis of the Impact of Accounting Accruals on Earnings Uncertainty and Response Coefficients.” Journal of Accounting, Auditing and Finance, 15 (2000), 199220.CrossRefGoogle Scholar
Fleming, M. J., and Remolona, E. M.. “Price Formation and Liquidity in the U.S. Treasury Market: The Response to Public Information.” Journal of Finance, 54 (1999a), 19011915.CrossRefGoogle Scholar
Fleming, M. J., and Remolona, E. M.. “The Term Structure of Announcement Effects.” Discussion Paper, Federal Reserve Bank of New York (1999b).CrossRefGoogle Scholar
Fleming, M. J., and Remolona, E. M.. “What Moves Bond Prices?Journal of Portfolio Management, 25 (1999c), 2838.Google Scholar
Gallant, A. R.On the Bias in Flexible Functional Forms and an Essential Unbiased Form: The Fourier Flexible Form.” Journal of Econometrics, 15 (1981), 211245.CrossRefGoogle Scholar
Griffin, P. A., and Zmijewski, M. E.. “An Evaluation of Alternative Proxies for the Market's Assessment of Unexpected Earnings.” Journal of Accounting and Economics, 9 (1987), 159193.Google Scholar
Hand, J.; Holthausen, R.; and Leftwich, R.. “The Effect of Bond Rating Agency Announcements on Bond and Stock Prices.” Journal of Finance, 47 (1992), 733752.CrossRefGoogle Scholar
Hardouvelis, G. A.Economic News, Exchange Rates, and Interest Rates.” Journal of International Money and Finance, 7 (1988), 2335.CrossRefGoogle Scholar
Hautsch, N., and Hess, D.. “The Processing of Non-Anticipated Information in Financial Markets: Analyzing the Impact of Surprises in the Employment Report.” European Finance Review, 6 (2002), 133161.CrossRefGoogle Scholar
Holthausen, R. W., and Verrecchia, R. E.. “The Effect of Sequential Information Releases on the Variance of Price Changes in an Intertemporal Multi-Asset Market.” Journal of Accounting Research, 26 (1988), 82106.CrossRefGoogle Scholar
Jones, C.; Lamont, O.; and Lumsdaine, R.. “Macroeconomic News and Bond Market Volatility.” Journal of Financial Economics, 47 (1998), 315337.CrossRefGoogle Scholar
Kandel, E., and Pearson, N. D.. “Differential Interpretation of Public Signals and Trade in Speculative Markets.” Journal of Political Economy, 103 (1995), 831872.CrossRefGoogle Scholar
Kandel, E., and Zilberfarb, B.-Z.. “Differential Interpretation of Information in Inflation Forecasts.” Review of Economics and Statistics, 81 (1999), 217226.CrossRefGoogle Scholar
Kim, O., and Verrecchia, R.. “Market Reaction to Anticipated Announcements.” Journal of Financial Economics, 30 (1991), 273309.CrossRefGoogle Scholar
Krueger, A. B., and Fortson, K. N.. “Do Markets Respond More to More Reliable Labor Market Data? A Test of Market Rationality.” Journal of the European Economic Association, 1 (2003), 931957.CrossRefGoogle Scholar
Li, L., and Engle, R. F.. “Macroeconomic Announcements and Volatility of Treasury Futures.” Discussion Paper 98–27, Department of Economics, University of California, San Diego (1998).Google Scholar
Ljung, G. M., and Box, G. E. P.. “On a Measure of Lack of Fit in Time Series Models.” Biometrika, 65 (1978), 297303.CrossRefGoogle Scholar
Malatesta, P. H., and Thompson, R.. “Partially Anticipated Events: A Model of Stock Price Reactions with an Application to Corporate Acquisitions.” Journal of Financial Economics, 14 (1985), 237250.CrossRefGoogle Scholar
Marquardt, C. A., and Wiedman, C. I.. “The Effect of Earnings Management on the Value Relevance of Accounting Information.” Journal of Business Finance and Accounting, 31 (2004), 297332.CrossRefGoogle Scholar
Moersch, M.Predicting Market Movers: A Closer Look at Consensus Forecasts.” Business Economics, 36 (2001), 2429.Google Scholar
Mohammed, S. R., and Yadav, P. K.. “Quality of Information and Volatility Around Earnings Announcements.” Discussion Paper, University of Strathclyde (2002).CrossRefGoogle Scholar
Nayak, S., and Prabhala, N. R.. “FYI: The Interest Rate Sensitivity of Stock Prices.” Review of Financial Studies, 14 (2001), 10831116.CrossRefGoogle Scholar
Pearce, D. K., and Roley, V. V.. “Stock Prices and Economic News.” Journal of Business, 58 (1985), 4967.CrossRefGoogle Scholar
Prag, J.The Response of Interest Rates to Unemployment Rate Announcements: Is there a Natural Rate of Unemployment.” Journal of Macroeconomics, 16 (1994), 171184.CrossRefGoogle Scholar
Ronen, J.; Ronen, T.; and Yaari, V.. “The Effect of Voluntary Disclosure and Preemptive Preannouncements on Earnings Response Coefficients (ERC) When Firms Manage Earnings.” Journal of Accounting, Auditing and Finance, 18 (2003), 379409.CrossRefGoogle Scholar
Sloan, R. G.Do Stock Prices Fully Reflect Information in Accruals and Cash Flows about Future Earnings?Accounting Review, 71 (1996), 289315.Google Scholar
Veronesi, P.Stock Market Overreaction to Bad News in Good Times: A Rational Expectations Equilibrium Model.” Review of Financial Studies, 12 (1999), 9751007.CrossRefGoogle Scholar
Veronesi, P.How Does Information Quality Affect Stock Returns?Journal of Finance, 55 (2000), 807837.CrossRefGoogle Scholar