The authors revisit the asset pricing tests conducted in Lettau and Ludvigson (2001) (LL). Contrary to LL’s claim, their conditional models based on cay do not explain the dispersion in risk premia among the size/book-to-market portfolios. The pricing performance is either very poor (conditional CAPM/Consumption-CAPM) or quite modest (conditional Human-capital-CAPM), with all models largely underperforming the Fama–French model. Furthermore, the risk price estimates for the scaled factors are insignificant in several cases. When the zero-beta-rate is unrestricted, the authors obtain average pricing errors that are similar or above the raw average risk premia. Alternatively, LL’s extreme intercept estimates are inconsistent with the equity premium puzzle. Using alternative test portfolios and evaluating the identification of the risk prices substantially reinforces the negative outlook on their results. LL’s models also perform poorly out-of-sample. Overall, LL’s wrong conclusions stem from a combination of incorrect empirical choices and a misinterpretation of their results.
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Research Article|
May 21 2026
Revisiting Lettau and Ludvigson (2001): Does cay really matter for cross-sectional risk premia? Available to Purchase
Paulo Maio;
Paulo Maio
Department of Finance and Economics,
Hanken School of Economics
, Helsinki, Finland
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Byoung-Kyu Min
College of Economics and Finance,
Hanyang University
, Seoul, Republic of Korea
Corresponding author Byoung-Kyu Min minbk@hanyang.ac.kr
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Corresponding author Byoung-Kyu Min minbk@hanyang.ac.kr
Received:
July 26 2024
Revision Received:
November 18 2025
Accepted:
January 06 2026
Online ISSN: 2164-5760
Print ISSN: 2164-5744
Funding
Funding Group:
- Award Group:
- Funder(s): research fund of Hanyang University
- Award Id(s): HY-202400000003737
- Funder(s):
- Funding Statement(s): The authors thank two anonymous referees and Ivo Welch (the editor) for valuable comments and suggestions. The authors also thank Kenneth French, Martin Lettau and Zhaoguo Zhan for providing part of the data used in this study. This work was supported by the research fund of Hanyang University (HY-202400000003737). A previous version was titled “Resurrecting the (C)CAPM: A Cross-Sectional Test when Risk Premia are Time-Varying: A Comment.” All errors are the authors’ own.
© 2026 Emerald Publishing Limited
2026
Emerald Publishing Limited
Licensed re-use rights only
Critical Finance Review 1–38.
Article history
Received:
July 26 2024
Revision Received:
November 18 2025
Accepted:
January 06 2026
Citation
Maio P, Min B (2026;), "Revisiting Lettau and Ludvigson (2001): Does cay really matter for cross-sectional risk premia?". Critical Finance Review, Vol. ahead-of-print No. ahead-of-print. https://doi.org/10.1108/CFR-07-2024-2532
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