Volume 52, Issue 3 pp. 1557-1584
ARTICLE

Accounting for Asset Pricing Factors

Stephen Penman

Corresponding Author

Stephen Penman

Columbia Business School, Columbia University, New York, New York, USA

Bocconi University, Milan, Italy

Correspondence: Stephen Penman ([email protected])

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Xiao-Jun Zhang

Xiao-Jun Zhang

Haas School of Business, University of California, Berkeley, California, USA

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First published: 17 February 2025

ABSTRACT

Many accounting numbers appear in standard factor models but without a clear explanation. The numbers are generated under accounting principles that deal with risk, providing an explanation but also a critique of how extant models identify accounting-based factors. That leads to a revised factor construction. Accounting numbers are codetermined in a double-entry system, a feature that is exploited in packaging the factors into a model. Rather than entering as the separate, additive factors, adding to the “factor zoo,” they are combined parsimoniously to capture the information they jointly convey about risk and return in the double-entry system. Empirical tests confirm.

Conflicts of Interest

The authors declare no conflicts of interest.

Data Availability Statement

Data are from publicly available sources indicated in the paper.

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