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Journal of Finance Vol. 75 No. 3 2020

Taming the Factor Zoo: A Test of New Factors

Guanhao Feng; Stefano Giglio1,2,3; Dacheng Xiu4,5

1 National Bureau of Economic Research · 2 Yale University · 3 Centre for Economic Policy Research · 4 City University of Hong Kong · 5 Chr. Hansen (Denmark)

Abstract

We propose a model selection method to systematically evaluate the contribution to asset pricing of any new factor, above and beyond what a high‐dimensional set of existing factors explains. Our methodology accounts for model selection mistakes that produce a bias due to omitted variables, unlike standard approaches that assume perfect variable selection. We apply our procedure to a set of factors recently discovered in the literature. While most of these new factors are shown to be redundant relative to the existing factors, a few have statistically significant explanatory power beyond the hundreds of factors proposed in the past.

DOI
10.1111/jofi.12883
Volume
75
Issue
3
Pages
1327-1370
Language
en
Sources
bibtex:phds-export.bib openalex crossref

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