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Uncertainty is often treated as a problem to be solved. Organizations commission forecasts, build business cases, develop scenarios, and create increasingly sophisticated models in the hope that better information will make the future predictable. Yet the most consequential decisions in an enterpri…

Climate and Valuation

The investment management industry is facing a fundamental architectural challenge. For years, environmental, social, and governance (ESG) factors have often been treated as overlays—separate datasets acquired from external vendors, stored in specialized platforms, and consulted by investment teams…

Bridging the Green Data Gap

The transition to a net-zero economy is no longer a peripheral ESG initiative. It is an economy-wide structural transformation that is changing the assumptions underpinning investment, risk management, valuation, and capital allocation. Climate change is increasingly moving from the sustainability …
The early years of sustainable finance were largely defined by exclusion. If a company operated in a high-carbon sector, portfolio managers could apply a screening rule, remove the security from the investable universe, and move on. From an architecture perspective, this was relatively straightforw…
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