Factor models, machine learning, and asset pricing

S Giglio, B Kelly, D Xiu - Annual Review of Financial Economics, 2022 - annualreviews.org
We survey recent methodological contributions in asset pricing using factor models and
machine learning. We organize these results based on their primary objectives: estimating …

Priced risk in corporate bonds

A Dickerson, P Mueller, C Robotti - Journal of Financial Economics, 2023 - Elsevier
Recent studies document strong empirical support for multifactor models that aim to explain
the cross-sectional variation in corporate bond expected excess returns. We revisit these …

Comparing asset pricing models

F Barillas, J Shanken - The Journal of Finance, 2018 - Wiley Online Library
ABSTRACT A Bayesian asset pricing test is derived that is easily computed in closed form
from the standard F‐statistic. Given a set of candidate traded factors, we develop a related …

Model comparison with transaction costs

A Detzel, R Novy‐Marx, M Velikov - The Journal of Finance, 2023 - Wiley Online Library
Failing to account for transaction costs materially impacts inferences drawn when evaluating
asset pricing models, biasing tests in favor of those employing high‐cost factors. Ignoring …

Cryptocurrency returns under empirical asset pricing

K Dunbar, J Owusu-Amoako - International Review of Financial Analysis, 2022 - Elsevier
This study examines the predictability of cryptocurrency returns based on investors' risk
premia. Prior studies that have examined the predictability of cryptocurrencies using various …

[HTML][HTML] Non-standard errors in asset pricing: Mind your sorts

A Soebhag, B Van Vliet, P Verwijmeren - Journal of Empirical Finance, 2024 - Elsevier
Non-standard errors capture variation due to differences in research design choices. We
document large variation in design choices in the context of asset pricing factor models and …

Duration-based valuation of corporate bonds

JH van Binsbergen, Y Nozawa… - Jacobs Levy Equity …, 2023 - papers.ssrn.com
We decompose corporate bond and equity index returns into duration-matched government
bond returns and the excess returns over this duration-matched counterfactual, which we …

When do cross-sectional asset pricing factors span the stochastic discount factor?

S Kozak, S Nagel - 2023 - nber.org
When expected returns are linear in asset characteristics, the stochastic discount factor
(SDF) that prices individual stocks can be represented as a factor model with GLS cross …

A comparison of global factor models

MX Hanauer - Available at SSRN 3546295, 2020 - papers.ssrn.com
I compare commonly employed factor models across 50 non-US developed and emerging
market countries by ranking them based on their maximum Sharpe ratios. Consistent with …

Best of the best: A comparison of factor models

S Ahmed, Z Bu, D Tsvetanov - Journal of Financial and Quantitative …, 2019 - cambridge.org
We compare major factor models and find that the Stambaugh and Yuan (2016) 4-factor
model is the overall winner in the time-series domain. The Hou, Xue, and Zhang (2015) q …