Location risk analytics for real estate

AI-powered climate analytics are embedding resilience and sustainability into investment strategies. Machine learning models, such as those used by Climate Alpha, forecast future climate resilience by analyzing historical climate trends and socio-economic data, helping investors understand how the value of individual assets could change in the future. MSCI Climate VaR uses predictive modeling and scenario analysis to simulate many different climate futures, illuminating edge cases and uncertainties.

While these AI-driven tools empower real estate investors with data-driven decision-making, their broader impact extends beyond financial stability. Ensuring that climate-informed investments support a just transition—prioritizing equitable adaptation and resilience—is essential for shaping a sustainable and inclusive urban future.