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Measuring and Optimizing the Risk and Reward of Green Portfolios

Andrew W. Lo, Ruixun Zhang and Chaoyi Zhao
The Journal of Impact and ESG Investing Winter 2022, jesg.2022.1.062; DOI: https://doi.org/10.3905/jesg.2022.1.062
Andrew W. Lo
is the Charles E. and Susan T. Harris Professor at MIT Sloan School of Management; the director of the MIT Laboratory for Financial Engineering; the principal investigator at the MIT Computer Science and Artificial Intelligence Laboratory in Cambridge, MA; and an external faculty member at Santa Fe Institute in Santa Fe, NM
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Ruixun Zhang
is an assistant professor and Boya Young Fellow at the Peking University School of Mathematical Sciences, Laboratory for Mathematical Economics and Quantitative Finance, Center for Statistical Science, and National Engineering Laboratory for Big Data Analysis and Applications in Beijing, China
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Chaoyi Zhao
is a graduate student at the Peking University School of Mathematical Sciences in Beijing, China
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Abstract

We study the performance of green portfolios in both the US and Chinese markets, constructed using a broad range of climate-related environmental metrics, including carbon emissions, water consumption, waste disposal, land and water pollutants, air pollutants, and natural resource use. We compare several popular long-only and long–short green portfolio construction methodologies and find that a method based on Treynor–Black weights offers the most robust performance, thanks to its ability to quantify alphas for individual assets using only a small number of parameters. In the United States, green portfolios (e.g., low-carbon portfolios) have realized positive alphas in excess of Fama–French factors, a significant portion of which can be explained by an unexpected increase in climate concerns over the past decade, rather than positive expected returns. In contrast, Chinese investors have borne a cost for holding green assets instead of brown assets over the past seven years, implying a positive carbon premium, the opposite of US markets.

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The Journal of Impact and ESG Investing: 3 (3)
The Journal of Impact and ESG Investing
Vol. 3, Issue 3
Spring 2023
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Measuring and Optimizing the Risk and Reward of Green Portfolios
Andrew W. Lo, Ruixun Zhang, Chaoyi Zhao
The Journal of Impact and ESG Investing Nov 2022, jesg.2022.1.062; DOI: 10.3905/jesg.2022.1.062

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Measuring and Optimizing the Risk and Reward of Green Portfolios
Andrew W. Lo, Ruixun Zhang, Chaoyi Zhao
The Journal of Impact and ESG Investing Nov 2022, jesg.2022.1.062; DOI: 10.3905/jesg.2022.1.062
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  • Article
    • Abstract
    • DATA
    • ANALYSIS OF ENVIRONMENTAL MEASURES
    • PORTFOLIO CONSTRUCTION
    • PERFORMANCE OF LOW-CARBON PORTFOLIOS
    • WATER, WASTE, AND OTHER GREEN PORTFOLIOS
    • GREEN PORTFOLIOS IN THE CHINESE MARKET
    • CONCLUSION
    • ACKNOWLEDGMENTS
    • ENDNOTES
    • REFERENCES
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