AI for ESG & Sustainability

AI Fundamentals Through an ESG Lens

Understand how AI actually works — explained through ESG examples. Learn what AI can and cannot do for sustainability teams, and why data quality and auditability matter more than model sophistication.

You do not need to become a data scientist

This module is not about turning you into a machine learning engineer. It is about giving you enough understanding of how AI works to make good decisions about where and how to use it in your ESG workflows.

Think of it this way: you do not need to understand how a car engine works to drive well. But you do need to know that a car needs fuel, cannot fly, and will not stop instantly on a wet road. The same applies to AI — you need to understand its fuel (data), its capabilities, and its limitations.

The good news is that every concept in this module maps directly to something you already deal with in ESG work.

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How would you describe your current understanding of AI?