A Comprehensive Look at The Empirical Performance of Equity Premium Prediction
Review of Financial StudiesPublished 17 March 2007
Ivo Welch, Amit Goyal
Citations4,136
SJR quartileQ1
SJR score16.55
SNIP4.52
Generate an AI Snapshot to get a quick, structured summary of this paper.
Study Snapshot
ObjectiveStudy objective
MethodsResearch methodology
PopulationPopulation studied
Sample sizeSample sizes
OutcomesStudy outcomes here
ResultsStudy results comes here
LimitationsResearch study limitations comes here
A concise AI-generated summary of the paper will appear here once you click Generate AI Snapshot.
Abstract
Our article comprehensively reexamines the performance of variables that have been suggested by the academic literature to be good predictors of the equity premium. We find that by and large, these models have predicted poorly both in-sample (IS) and out-of-sample (OOS) for 30 years now; these models seem unstable, as diagnosed by their out-of-sample predictions and other statistics; and these models would not have helped an investor with access only to available information to profitably time the market.
Keywords
Economics, Econometrics and FinanceBusiness, Management and Accounting
National Bureau of Economic ResearchComparing Predictive Accuracy
5,308 Citations1994Francis X. Diebold, Roberto S. Mariano
Journal of Financial EconomicsBusiness conditions and expected returns on stocks and bonds
4,157 Citations1989Eugene F. Fama, Kenneth R. French
Review of Financial StudiesThe Dividend-Price Ratio and Expectations of Future Dividends and Discount Factors
3,981 Citations1988John Y. Campbell, Robert J. Shiller
Journal of Financial EconomicsDividend yields and expected stock returns
3,735 Citations1988Eugene F. Fama, Kenneth R. French
Journal of Financial EconomicsAsset returns and inflation
2,762 Citations1977Eugene F. Fama, G. William Schwert
National Bureau of Economic ResearchThe Dividend-Price Ratio and Expectations of Future Dividends and Discount Factors
2,514 Citations1986John Campbell, Robert J. Shiller
Digital Access to Scholarship at Harvard (DASH) (Harvard University)Stock Prices, Earnings, and Expected Dividends
2,450 Citations2009John Y. Campbell, Robert J. Shiller
Journal of Business and Economic StatisticsComparing Predictive Accuracy
2,414 Citations1995Francis X. Diebold, Roberto S. Mariano
The Journal of FinanceConsumption, Aggregate Wealth, and Expected Stock Returns
2,310 Citations2001Martin Lettau, Sydney C. Ludvigson
International Journal of ForecastingTesting the equality of prediction mean squared errors
1,996 Citations1997David I. Harvey, Stephen J. Leybourne +1 more
Journal of Financial EconomicsPredicting returns in the stock and bond markets
1,788 Citations1986Donald B. Keim, Robert F. Stambaugh
Review of Financial StudiesDividend Yields and Expected Stock Returns: Alternative Procedures for Inference and Measurement
1,465 Citations1992Robert J. Hodrick
Brookings Papers on Economic ActivityStock Prices and Social Dynamics
1,298 Citations1984Robert J. Shiller, Stanley Fischer +1 more
Strategic Asset Allocation
1,290 Citations2002John Y. Campbell, Luis M. Viceira
The Journal of FinanceThe Equity Share in New Issues and Aggregate Stock Returns
1,194 Citations2000Malcolm Baker, Jeffrey Wurgler
The Journal of FinanceProduction‐Based Asset Pricing and the Link Between Stock Returns and Economic Fluctuations
1,126 Citations1991John H. Cochrane
American Economic ReviewExchange rates and fundamentals: Evidence on long-horizon predictability
1,075 Citations1995Nelson C. Mark
The Journal of FinancePredictability of Stock Returns: Robustness and Economic Significance
1,016 Citations1995M. Hashem Pesaran, Allan Timmermann
Journal of Financial EconomicsEfficient tests of stock return predictability☆
1,013 Citations2006Julie H. Campbell, Motohiro Yogo
Journal of Financial EconomicsPredicting returns with financial ratios
1,003 Citations2004Jonathan Lewellen
National Bureau of Economic ResearchStock Return Predictability: Is it There?
927 Citations2001Andrew Ang, Geert Bekaert
Management SciencePredicting the Equity Premium with Dividend Ratios
814 Citations2003Amit Goyal, Ivo Welch
RePEc: Research Papers in EconomicsStock Prices and Social Dynamics
787 Citations1984Robert J. Shiller
Journal of Financial EconomicsBook-to-market, dividend yield, and expected market returns: A time-series analysis
774 Citations1997S.P. Kothari, Jay Shanken
Journal of Financial EconomicsAnomalies in relationships between securities' yields and yield-surrogates
768 Citations1978Ray Ball
The Journal of FinanceWhat is the Intrinsic Value of the Dow?
730 Citations1999Charles M.C. Lee, James N. Myers +1 more
The Journal of FinanceOn the Importance of Measuring Payout Yield: Implications for Empirical Asset Pricing
653 Citations2007Jacob Boudoukh, Roni Michaely +2 more
The Journal of FinancePredictable Stock Returns: The Role of Small Sample Bias
652 Citations1993Charles R. Nelson, Myung J. Kim
Journal of Financial EconomicsTransactions costs and investment style: an inter-exchange analysis of institutional equity trades
647 Citations1997Donald B. Keim, Ananth Madhavan
Journal of Financial EconomicsStock return predictability and model uncertainty
625 Citations2002Dragana Avramov
The Journal of FinanceEconomic Significance of Predictable Variations in Stock Index Returns
600 Citations1989William J. Breen, Lawrence R. Glosten +1 more
Journal of Financial EconomicsBook-to-market ratios as predictors of market returns
593 Citations1998Jeffrey Pontiff
The Journal of FinanceSpurious Regressions in Financial Economics?
593 Citations2003Wayne E. Ferson, Sergei Sarkissian +1 more
Stock prices, earnings, and expected dividends
576 Citations1988John Y. Campbell, Robert J. Shiller +2 more
Review of Financial StudiesImplementing Statistical Criteria to Select Return Forecasting Models: What Do We Learn?
572 Citations1999Peter Bossaerts, Pierre Hillion
It is confirmed the presence of in-sample predictability in an international stock market dataset, but it is discovered that even the best prediction models have no out-of-sample forecasting power.
Journal of Financial EconomicsLong-horizon regressions: theoretical results and applications
539 Citations2003Rossen Valkanov
SSRN Electronic JournalThe Dog that did not Bark: A Defense of Return Predictability
501 Citations2006John H. Cochrane
The Journal of FinanceLearning about Predictability: The Effects of Parameter Uncertainty on Dynamic Asset Allocation
482 Citations2001Yihong Xia
Journal of Political EconomyUnderstanding Predictability
481 Citations2004Lior Menzly, Tano Santos +1 more
American Economic ReviewInflation Illusion and Stock Prices
468 Citations2004John Y. Campbell, Tuomo Vuolteenaho
Journal of Financial EconomicsExpected returns and expected dividend growth
458 Citations2005Martin Lettau, Sydney C. Ludvigson
Journal of Applied EconometricsExchange rates and monetary fundamentals: what do we learn from long-horizon regressions?
452 Citations1999Lutz Kilian
SSRN Electronic JournalStock Return Predictability: Is It There?
416 Citations2001Andrew Ang, Geert Bekaert
The Journal of FinanceLearning, Asset‐Pricing Tests, and Market Efficiency
402 Citations2002Jonathan Lewellen, Jay Shanken
The Journal of FinanceTesting the Predictive Power of Dividend Yields
396 Citations1993William N. Goetzmann, Philippe Jorion
The Journal of FinancePredictability of Stock Returns: Robustness and Economic Significance
354 Citations1995M. Hashem Pesaran, Allan Timmermann
Journal of Empirical FinanceIn-sample vs. out-of-sample tests of stock return predictability in the context of data mining
271 Citations2005David E. Rapach, Mark E. Wohar
It is found that a number of financial variables appearing in the literature display both in-sample and out-of-sample predictive ability with respect to stock returns in annual data covering most of the twentieth century.
National Bureau of Economic ResearchPredicting the Equity Premium Out of Sample: Can Anything Beat the Historical Average?
270 Citations2005John Campbell, Samuel B. Thompson
SSRN Electronic JournalStock Return Predictability: A Bayesian Model Selection Perspective
263 Citations2001Martijn Cremers
A new methodology is introduced that explicitly incorporates model uncertainty by comparing all possible models simultaneously and in which the priors are calibrated to reflect economically meaningful information.
Journal of Financial EconomicsCross-sectional forecasts of the equity premium☆
253 Citations2006Christopher Polk, Samantha Thompson +1 more
The Journal of BusinessOn the Out‐of‐Sample Predictability of Stock Market Returns*
166 Citations2006Hui Guo
SSRN Electronic JournalWhere is the Market Going? Uncertain Facts and Novel Theories
166 Citations1998Helen O'D. Koshy, John H. Cochrane
The Journal of FinanceCan Managers Forecast Aggregate Market Returns?
160 Citations2005Alexander W. Butler, Gustavo Grullon +1 more
National Bureau of Economic ResearchWhere is the Market Going? Uncertain Facts and Novel Theories
150 Citations1998John H. Cochrane
Journal of Business and Economic StatisticsRegime Shifts, Risk Premiums in the Term Structure, and the Business Cycle
128 Citations2004Ravi Bansal, George Tauchen +1 more
SSRN Electronic JournalReconciling the Return Predictability Evidence
99 Citations2006Stijn Van Nieuwerburgh, Martin Lettau
Journal of Business and Economic StatisticsThe Structural Break in the Equity Premium
93 Citations2005Chang‐Jin Kim, James Morley +1 more
Journal of Applied ProbabilityOrder estimation by accumulated prediction errors
90 Citations1986J. Rissanen
A new criterion based on prediction error is presented which allows the estimation of the number of parameters as well as structures in statistical models and appears to produce consistent error estimates in ARMA processes.
SSRN Electronic JournalThe Myth of Long-Horizon Predictability
79 Citations2005Jacob Boudoukh, Matthew Richardson +1 more
Review of Financial StudiesTemporary Components of Stock Returns: What Do the Data Tell Us?
62 Citations1996Christopher G. Lamoureux, Guofu Zhou
The Journal of FinanceTesting the Predictive Power of Dividend Yields
60 Citations1993William N. Goetzmann, Philippe Jorion
National Bureau of Economic ResearchThe Dog That Did Not Bark: A Defense of Return Predictability
49 Citations2006John H. Cochrane
National Bureau of Economic ResearchReconciling the Return Predictability Evidence
36 Citations2006Martin Lettau, Stijn Van Nieuwerburgh
eScholarship (California Digital Library)Boundaries of Predictability: Noisy Predictive Regressions
35 Citations2000Walter N. Torous, Rossen Valkanov
National Bureau of Economic ResearchPseudo Market Timing and Predictive Regressions
16 Citations2004Malcolm Baker, Ryan Taliaferro +1 more
The Journal of InvestingMarket Timing at Home and Abroad
10 Citations2006Kenneth L. Fisher, Meir Statman
