Ghosh, Anisha, Julliard, Christian ORCID: 0000-0001-8177-7441 and Taylor, Alex (2011) What is the Consumption-CAPM missing? An information-theoretic framework for the analysis of asset pricing models. Financial Markets Group Discussion Papers (691). Financial Markets Group, The London School of Economics and Political Science, London, UK.
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Abstract
We study a broad class of asset pricing models in which the stochastic discount factor (SDF) can be factorized into an observable component and a potentially unobservable, model-specific, one. Exploiting this decomposition we derive new entropy bounds that restrict the admissible regions for the SDF and its components. Without using this decomposition, to a second order approximation, entropy bounds are equivalent to the canonical Hansen-Jagannathan bounds. However, bounds based on our decomposition have higher information content, are tighter, and exploit the restriction that the SDF is a positive random variable. Our information-theoretic framework also enables us to extract a non-parametric estimate of the unobservable component of the SDF. Empirically, we find it to have a business cycle pattern, and significant correlations with both financial market crashes unrelated to economy-wide contractions, and the Fama-French factors. We apply our methodology to some leading consumption-based models, gaining new insights about their empirical performance.
Item Type: | Monograph (Discussion Paper) |
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Official URL: | https://www.fmg.ac.uk/ |
Additional Information: | © 2011 The Authors |
Divisions: | Finance |
Subjects: | H Social Sciences > HC Economic History and Conditions H Social Sciences > HG Finance |
JEL classification: | G - Financial Economics > G1 - General Financial Markets > G11 - Portfolio Choice; Investment Decisions G - Financial Economics > G1 - General Financial Markets > G12 - Asset Pricing; Trading volume; Bond Interest Rates G - Financial Economics > G1 - General Financial Markets > G13 - Contingent Pricing; Futures Pricing C - Mathematical and Quantitative Methods > C5 - Econometric Modeling > C52 - Model Evaluation and Selection |
Date Deposited: | 29 Jun 2023 09:24 |
Last Modified: | 11 Dec 2024 19:46 |
URI: | http://eprints.lse.ac.uk/id/eprint/119061 |
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