Manulife Refines ESG Methodology and Plugs Data Gaps with NLP

The asset manager has adopted materiality tools, industry handbooks, and NLP techniques to help navigate ESG data limitations. 

In the absence of standards, it’s better to do it yourself. Many asset managers have taken this approach as they try to cull insights from noisy environmental, social, and governance (ESG) data, and develop their own sustainable investment frameworks.

Manulife has spent the last two years fine-tuning its ESG methodology for investing in equities and fixed income. In that time, the global investment firm has been trying to integrate ESG principles into all parts of its investment processes—from

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