A Hierarchical Approach to a Tri-Objective Portfolio Optimization Problem Considering an ESG Index

被引:0
|
作者
Moreno, Yeudiel Lara [1 ]
Castellanos, Carlos Ignacio Hernandez [1 ]
机构
[1] Univ Nacl Autonoma Mexico, Inst Invest Matemat Aplicadas & Sistemas, Circuito Escolar 3000,CU, Mexico City 04510, Mexico
关键词
ESG score; portfolio optimization; multi-objective optimization; archiving techniques; CONVERGENCE; ALGORITHM; SURFACE;
D O I
10.3390/math12193145
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Traditional portfolio construction primarily revolves around a bi-objective approach, focusing on minimizing portfolio variance while maximizing expected returns. However, this approach leaves out other objectives that could interest decision makers. In this work, we incorporate an extra objective, namely the environmental, social, and governance index (ESG), as a secondary objective. This addition empowers investors to customize their portfolios by defining explicit trade-off thresholds between expected returns and risk, considering the ESG index. To achieve this goal, we make use of external archiving techniques and evolutionary algorithms. In particular, we first find approximate solutions to the bi-objective problem; then, we look for efficient solutions for ESG. We tested our approach with data on the Dow Jones, S&P500, and Nasdaq100 from Yahoo Finance. The results show that the proposed methodology can identify portfolios with good returns and risks considering ESG.
引用
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页数:16
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