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机器学习系列:投资应用专题(二),定位行业特征,挖掘ESG因子投资有效性-20230220-中信证券

本报告聚焦ESG因子的投资有效性测试,分别对不同行业的ESG评分结果和底层的ESG指标进行了量化回测。2017年至2022年期间,中信证券ESG评分结果分层效果稳定,多空组合收益率达25.7%,平均IC为0.0411,其中公司治理相关指标有效性较高。我们选择平均IC值TOP5的ESG指标进行等权平均,优化后因子的IC值为0.0521,多空组合收益30.0%。但不同行业间指标有效性差异较大,例如医药

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