ESG Algorithms: Scoring Green with AI and Satellite Data

Overview:
Environmental, Social, and Governance (ESG) investing is no longer relying on self-reported data. AI systems now analyze satellite images, IoT sensors, and NLP to score companies in real time.

Live Projects:
Companies like Clarity AI, Descartes Labs, and Arabesque are building ESG scoring engines that detect:

  • Factory pollution via satellite thermal scans

  • Deforestation around supply chains

  • Labor violations from news sentiment analysis

Impact:

  • Investors gain independent, non-manipulated ESG data

  • Asset managers can automate ESG inclusion/exclusion

  • Companies are pushed toward real accountability

Risks:

  • False positives from poor data

  • Greenwashing via algorithm gaming

  • Data privacy concerns with satellite imagery

Takeaway:
AI is making ESG measurable and machine-verifiable—not just a checkbox.