Empirical Asset Pricing with Score-Driven Conditional Betas

Author:

Giroux Thomas1,Royer Julien1ORCID,Zerbib Olivier David1

Affiliation:

1. CREST Laboratory, CNRS, Groupe des Ecoles Nationales d'Economie et Statistique, Ecole Polytechnique, Institut Polytechnique de Paris , 5 Avenue Le Chatelier , Palaiseau, 91120, France

Abstract

Abstract We develop a novel empirical asset pricing framework to estimate time-varying risk premia, building upon score-driven conditional betas models. First, we extend the theory by establishing the asymptotic distribution of standard test statistics, allowing us to assess the significance of a given factor in the regression. Additionally, we introduce a bootstrap procedure and establish its validity. Second, we propose a two-step estimation procedure to recover time-varying risk premia. We illustrate the performance of our tests and risk premia estimation through simulations. Third, we estimate a time-varying premium associated with a carbon risk factor in the cross-section of U.S. industry portfolios.

Funder

Agence Nationale de la Recherche via the Project MLEforRisk

Publisher

Oxford University Press (OUP)

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