Abstract
In a way similar to Asness, this paper examines the effectiveness of earnings yields, as well as of their difference with long-term government bond yields (the so-called Fed model), to forecast real stock returns of various horizons in nine countries. Moreover, the same tests are repeated with dividend yields in place of earnings yields. Forecasting power is measured by using regression analysis. The results show that the traditional model is somewhat successful at forecasting long-term stock returns, whereas the Fed model is a failure.
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Notes
It should be stressed that this model is neither endorsed nor discussed by the Federal Reserve.
Note that W.T. Ziemba already discussed such a relative valuation model for Japan in the early 1990s in his book with S.L. Schwartz Invest Japan: The Structure, Performance and Opportunities of Japan's Stock, Bond and Fund Markets (Probus Publishing Company, Chicago).
In this way, we also avoid possible problems related to particularly high (E/P)÷Y ratios due to low government bond yields with respect to earnings yields.
As mentioned in Asness (2003), empirical evidence also supports this theory.
For simplicity, any mention of R2 should be interpreted as adjusted R2.
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1holds an MSc in Physics from McGill University and recently completed a Master in Finance at the Université Catholique de Louvain in Belgium. He is now working in the finance industry in Japan. This paper is based on his Master's thesis in finance.
2has a PhD in financial econometrics from the Université Catholique de Louvain in Belgium. He is a professor of finance at the University of Namur (Belgium) and has published in many leading finance journals such as the JIMF, the Journal of Empirical Finance and the Journal of Banking and Finance. His research focuses on market microstructure, risk management, venture capital economics and stock market valuation.
Appendix
Appendix
Regression analyses of the same type as above have also been performed with Germany, France, Belgium, Switzerland, and Sweden. We include the relevant results in Tables A1, A2, A3, A4 and A5. The spans of data are in general shorter than those of the previous sections, so that the results for both E/P and D/P are inserted in the same table and that the great bull market alone may be included in the one-year horizon case. Although we will not attempt to interpret the results as we have done before, we will recall some principal features to look for, and the kind of conclusions that can be drawn from them.
First, in terms of the first or second form of regression, forecasting power should translate into a high R2 value and a positive coefficient of the explanatory variable, that is, β for the traditional model or β′ for the Fed model, and a corresponding t-statistic that is sufficiently different from zero. Secondly, the third form of regression can be used to distinguish between the extent to which variations in real returns can be associated with variations in either E/P (D/P) or Y. The sensitivity in each type of variation can then be measured via the magnitude of the relevant coefficient, that is, b for E/P (D/P) and c for Y. Thirdly, if a model is to have reliable forecasting effectiveness, then while its R2 should be high, it should also be close to the R2 of the bivariate regression. Furthermore, its coefficient should coincide as much as possible with the one(s) of the bivariate regression, that is, β≃b for the traditional model and β′≃b≃−c for the Fed model. Hence decent results for the Fed model can further be tested against the third regression; where an abrupt change in R2, a significant difference between β′ and −c, a positive c value, etc are signs of a deceptive Fed model that owes its success to its containing E/P (D/P).
With such ideas in mind, a more cautious examination of the following tables can be done. Despite the fewer data, the regressions on E/P (D/P) alone yield better fits than those on E/P−Y (D/P−Y). Namely, the traditional model is relatively successful, whereas the Fed model appears to be a failure. Finally, a general pattern is given by poor results with one-year real returns in the modern period (or whichever closest period), and by considering dividend yields.
Germany
See Table A1.
France
See Table A2.
Belgium
See Table A3.
Switzerland
See Table A4.
Sweden
See Table A5.
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Aubert, S., Giot, P. An international test of the Fed model. J Asset Manag 8, 86–100 (2007). https://doi.org/10.1057/palgrave.jam.2250063
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DOI: https://doi.org/10.1057/palgrave.jam.2250063