International Diversification and Analysts' Forecast Accuracy and Bias

We investigate the association between corporate international diversification and the accuracy and bias of consensus analysts' earnings forecasts. We find that greater corporate international diversification is associated with less accurate and more optimistic forecasts. Our results suggest that international diversification reflects unique dimensions of forecasting difficulty that are not captured in previously identified determinants. This evidence suggests that as firms become more geographically diversified, forecasting their earnings becomes more complex.

[1]  Michael B. Clement Analyst Forecast Accuracy: Do Ability, Resources and Portfolio Complexity Matter? , 1999 .

[2]  J. Nam The Underinvestment Problem and Corporate Derivatives Use , 1998 .

[3]  I. Haw,et al.  The Accuracy of Financial Analysts' Forecasts after Mergers , 1994 .

[4]  Joanna S. Wu,et al.  Earnings Skewness and Analyst Forecast Bias , 2000 .

[5]  L. Brown,et al.  An Information Interpretation of Financial Analyst Superiority in Forecasting Earnings , 1987 .

[6]  Maureen F. McNichols,et al.  Self-selection and Analyst Coverage , 1997 .

[7]  L. Brown,et al.  Security Analyst Superiority Relative to Univariate Time-Series Models in Forecasting Quarterly Earnings , 1987 .

[8]  L. Brown A Temporal Analysis of Earnings Surprises: Profits Versus Losses , 2001 .

[9]  William R. Kinney Predicting Earnings - Entity Versus Subentity Data , 1971 .

[10]  Thomas Z. Lys,et al.  Analysts' Forecast Precision as a Response to Competition , 1995 .

[11]  Peter E. Kennedy A Guide to Econometrics , 1979 .

[12]  W. Thomas,et al.  An Analysis of Segment Disclosures under SFAS No. 131 and SFAS No. 14 , 2000 .

[13]  Orie E. Barron,et al.  Trading Volume and Different Aspects of Disagreement Coincident with Earnings Announcements , 1996 .

[14]  P. C. O'brien,et al.  Analyst following and institutional ownership , 1990 .

[15]  Ramji Balakrishnan,et al.  The Predictive Ability Of Geographic Segment Disclosures , 1990 .

[16]  Reuven Lehavy,et al.  Differences in Commercial Database Reported Earnings: Implications for Empirical Research , 2002 .

[17]  W. Sharpe The Sharpe Ratio , 1994 .

[18]  Dave L. Nichols,et al.  Earnings forecast accuracy and geographic segment disclosures , 1995 .

[19]  Somnath Das,et al.  Accuracy, Bias, and Dispersion in Analysts' Earnings Forecasts: The Case of Cross‐Listed Foreign Firms , 1998 .

[20]  Christine I Wiedman The Relevance of Characteristics of the Information Environment in the Selection of a Proxy for the Market's Expectations for Earnings -- An Extension of Brown, Richardson and Schwager [1987] , 1996 .

[21]  H. White A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity , 1980 .

[22]  Sudipta Basu,et al.  International Variation in Accounting Measurement Rules and Analysts Earnings Forecast Errors , 1998 .

[23]  L. Brown,et al.  Earnings Forecasting Research: Its Implications for Capital Markets Research , 1993 .

[24]  Siva Nathan,et al.  The Effect of Investment Banking Relationships on Financial Analysts' Earnings Forecasts and Investment Recommendations* , 1995 .

[25]  Gordon M. Bodnar,et al.  The valuation of the foreign income of US multinational firms: a growth opportunities perspective , 1997 .

[26]  R. Dowen Analyst Reaction to Negative Earnings for Large Well-Known Firms , 1996 .

[27]  John C. Easterwood,et al.  Inefficiency in Analysts' Earnings Forecasts: Systematic Misreaction or Systematic Optimism? , 1999 .

[28]  Sudipta Basu,et al.  Loss Firms and Analysts' Earnings Forecast Errors , 1996 .

[29]  Alan C. Shapiro,et al.  Financial Structure and Cost of Capital in the Multinational Corporation , 1978, Journal of Financial and Quantitative Analysis.

[30]  D. Collins Predicting Earnings With Sub-Entity Data - Some Further Evidence , 1976 .

[31]  David M. Reeb,et al.  Systematic Risk of the Multinational Corporation , 1998 .

[32]  R. Zeckhauser,et al.  Earnings Management to Exceed Thresholds , 1999 .

[33]  Mark H. Lang,et al.  Corporate Disclosure Policy and Analyst Behavior , 1998 .

[34]  Patricia M. Dechow,et al.  The Relation between Analysts' Forecasts of Long-Term Earnings Growth and Stock Price Performance Following Equity Offerings , 1999 .

[35]  Peter E. Kennedy,et al.  A Guide to Econometrics, 5th Edition , 2003 .

[36]  Scott A. Richardson,et al.  The Walk-down to Beatable Analyst Forecasts: The Role of Equity Issuance and Insider Trading Incentives* , 2004 .

[37]  Dawn A. Matsumoto,et al.  Management's Incentives to Avoid Negative Earnings Surprises , 2002 .

[38]  Sok-Hyon Kang,et al.  Analysts' Interim Earnings Forecasts: Evidence on the Forecasting Process , 1994 .

[39]  Morton Pincus,et al.  Domestic Accounting Standards, International Accounting Standards, and the Predictability of Earnings , 2000 .

[40]  Ravi Bhushan,et al.  Firm characteristics and analyst following , 1989 .

[41]  George Foster,et al.  Security analyst multi-year earnings forecasts and the capital market , 1985 .

[42]  Rachel M. Hayes The impact of trading commission incentives on analysts' stock coverage decisions and earnings forecasts , 1998 .

[43]  Carolyn B. Levine,et al.  Earnings Predictability and Bias in Analysts? Earnings Forecasts , 1998 .

[44]  Daniel P. Sullivan Measuring the Degree of Internationalization of a Firm , 1994 .

[45]  Frank Heflin,et al.  The Association Between the Level of International Diversification and Risk , 1995 .

[46]  L. Brown,et al.  Analyst Forecasting Errors: Additional Evidence , 1997 .

[47]  Terence Lim,et al.  Rationality and Analysts' Forecast Bias , 2001 .

[48]  Maureen F. McNichols,et al.  Underwriting relationships, analysts' earnings forecasts and investment recommendations , 1998 .

[49]  C. Roberts Forecasting Earnings Using Geographical Segment Data: Some UK Evidence , 1989 .