Causal Factor Investing: Can Factor Investing Become Scientific?

M Lopez de Prado - Available at SSRN 4205613, 2022 - papers.ssrn.com
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 …

Where Are the Factors in Factor Investing?

ML de Prado - The Journal of Portfolio Management, 2023 - jpm.pm-research.com
In this article, the author advocates for the use of causal graphs to modernize the field of
factor investing and set it on a logically coherent foundation. To do this, first he introduces …

[BOOK][B] Causal Factor Investing: Can Factor Investing Become Scientific?

MML de Prado - 2023 - books.google.com
Virtually all journal articles in the factor investing literature make associational claims,
instead of causal claims. Authors do not identify the causal graph consistent with the …

A payment security mechanism for off-taker risk in renewable energy projects in India

G Shrimali, VP Singh, V Atal - The Journal of Structured Finance, 2019 - pm-research.com
India's renewable energy target of 175GW by 2022—including 100GW of solar and 60GW of
wind—is an ambitious path to meeting increasing energy demands. Meeting this goal is not …

[HTML][HTML] The Typology of Public Schools in the State of Louisiana and Interventions to Improve Performance: A Machine Learning Approach

AR Kaliba, DR Andrews - Education Sciences, 2023 - mdpi.com
Extant literature on education research focuses on evaluating schools' academic
performance rather than the performance of educational institutions. Moreover, the State of …

Forecasting Bid-Ask Spreads in Foreign Exchange: Analysis and Machine Learning Prediction

J Kirkby, V Andrean - Available at SSRN, 2024 - papers.ssrn.com
The foreign exchange (FX) markets are some of the most liquid in the world, yet this liquidity
is not spread evenly across currencies or market conditions. Factors like the time of day or …

Ranking Empirical Evidence in Finance

M Lopez de Prado - Available at SSRN 4425855, 2023 - papers.ssrn.com
Recent progress in causal inference has opened a path, however difficult, for advancing
financial economics beyond its current phenomenological stage. The goal of this article is to …

[PDF][PDF] Machine Learning in Empirical Asset Pricing

C Kelly - 2023 - pure.qub.ac.uk
Moore's Law (1965) states that the processing power of our computers approximately
doubles every two years. While there is evidence that this law may be finally peaking 1 there …

[PDF][PDF] PANEL DISCUSSION SUMMARY: Alternative Data and Machine Learning

G Filbeck, K Black, A Filbeck, H Kazemi - 2022 - scholarsphere.psu.edu
Alternative data and machine learning present many exciting opportunities for researchers.
In this panel discussion, we provide background information, the current state of research …

[CITATION][C] Advancing Markowitz: Asset Allocation Forest

LO Bettencourt, A Tetereva, A Petukhina - Available at SSRN 4781685, 2024