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Causal Factor Investing

Causal Factor Investing
Open Access

Causal Factor Investing

Can Factor Investing Become Scientific?
November 2023
Available
Paperback
9781009397292
$23.00
USD
Paperback
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eBook
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    Virtually all journal articles in the factor investing literature make associational claims, in denial of the causal content of factor models. Authors do not identify the causal graph consistent with the observed phenomenon, they justify their chosen model specification in terms of correlations, and they do not propose experiments for falsifying causal mechanisms. Absent a causal theory, their findings are likely false, due to rampant backtest overfitting and incorrect specification choices. This Element differentiates between type-A and type-B spurious claims, and explains how both types prevent factor investing from advancing beyond its current phenomenological stage. It analyzes the current state of causal confusion in the factor investing literature, and proposes solutions with the potential to transform factor investing into a truly scientific discipline. This title is also available as Open Access on Cambridge Core.

    Product details

    November 2023
    Paperback
    9781009397292
    75 pages
    229 × 152 × 5 mm
    0.163kg
    Available

    Table of Contents

    • 1. Introduction
    • 2. Association vs. Causation
    • 3. The Three Steps of Scientific Discovery
    • 4. Causal Inference
    • 5. Causality in Econometrics
    • 6. Causality in Factor Investing
    • 7. Monte Carlo Experiments
    • 8. Conclusions
    • Appendix.
      Author
    • Marcos M. López de Prado , ADIA Lab