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.
| Original language | English |
|---|---|
| Article number | 101548 |
| Journal | Journal of Financial Stability |
| Volume | 85 |
| DOIs | |
| State | Published - Aug 2026 |
Keywords
- Covariance shrinkage
- ESG investing
- Estimation risk
- Ex-post efficiency
- Portfolio selection
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