September 10, 2025

Adaptive ESG Risk Forecasting Models for Infrastructure Planning Using AI and Regulatory Signal Detection

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AI-enhanced models can proactively forecast ESG risks, improving infrastructure planning and compliance.
The review evaluates the integration of machine learning and real-time data to enhance ESG risk management.
Challenges include data governance and regulatory heterogeneity in implementing effective forecasting models.
The findings provide a structured roadmap for utilizing adaptive ESG forecasting in resilient infrastructure planning.

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Review assesses AI's role in ESG risk forecasting for infrastructure, highlighting regulatory challenges and solutions.

Ajayi et al. (2024) studied this question.

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