Balancing Returns and Responsibility: Evidence from Shrinkage-Based Portfolios

63 Pages Posted: 7 Nov 2023 Last revised: 6 May 2026

See all articles by Christos Makridis

Christos Makridis

Arizona State University (ASU) - W.P. Carey School of Business; Stanford University - Stanford Institute for Human-Centered Artificial Intelligence; Institute for the Future (IFF), Department of Digital Innovation, School of Business, University of Nicosia

Majeed Simaan

Stevens Institute of Technology - School of Business

Date Written: April 30, 2026

Abstract

We study the impact of environmental, social, and governance (ESG) scores on out-of-sample portfolio gains. Our shrinkage approach accommodates investors with heterogeneous beliefs and enables us to assess the incremental value of ESG relative to market information in a data-driven manner. We find that ESG-based portfolio rules do not consistently outperform market-based strategies in terms of risk-adjusted returns. Moreover, investors concerned with ex-post ESG standing can achieve comparable goals using return-based rules alone without integrating ESG scores into their portfolio choices, suggesting that these scores are a second-order priced information. Our paper raises questions about the efficiency of ESG-driven portfolios and their long-term financial stability.

Keywords: ESG Investing, Portfolio Selection, Estimation Risk, Ex-Post Efficiency, Covariance Shrinkage

JEL Classification: C13, C61, G11

Suggested Citation

Makridis, Christos and Simaan, Majeed, Balancing Returns and Responsibility: Evidence from Shrinkage-Based Portfolios (April 30, 2026). Available at SSRN: https://ssrn.com/abstract=4597152 or http://dx.doi.org/10.2139/ssrn.4597152

Christos Makridis (Contact Author)

Arizona State University (ASU) - W.P. Carey School of Business ( email )

Tempe, AZ 85287-3706
United States

Stanford University - Stanford Institute for Human-Centered Artificial Intelligence ( email )

210 Panama St.
Cordura Hall
Stanford, CA 94305
United States

Institute for the Future (IFF), Department of Digital Innovation, School of Business, University of Nicosia ( email )

Nicosia, 2417
Cyprus

Majeed Simaan

Stevens Institute of Technology - School of Business ( email )

Hoboken, NJ 07030
United States

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