“Overfitting” is a phenomenon in statistics where models are needlessly complex. Overfit models are very elaborate yet inaccurate . Such models look precise and sophisticated, but the precision is illusory: they reproduce the past while obscuring the future. The same dynamics can emerge in regulatory frameworks and models when detail accumulates faster than insight. Economic regulation in the UK has increased in complexity over recent decades with the introduction of cost-based regulation,...

Our roundtable examined how UK infrastructure markets price resilience. Using Vallorii’s VAPRI and the new VARI index, we showed how environmental stress affects asset performance, equity returns and valuations. Discussion focused on incentives, ODIs and funding gaps, with consensus that resilience remains under-priced and needs explicit inclusion in equity returns.

As environmental stress rises, infrastructure resilience is becoming a valuation input. Vallorii’s VARI (Vallorii Asset Resilience Index) estimates hidden asset health by linking external factors like rainfall and groundwater to failure signals such as storm overflows. The result is a clear resilience score that highlights meaningful differences between operators and supports smarter pricing, capital allocation, and risk decisions.

UK utility regulation has shifted sharply from policy headlines to a governance-and-finance reset. Across water, energy, telecoms and transport, regulators are tightening incentives, hardening enforcement, and demanding credible delivery as a condition of “financeability.” Ofwat’s blind-year reconciliation makes performance real cash, while RIIO3 pairs major investment with tougher bill politics and consumer protection. Payments and billing are emerging as the next regulatory frontier.

The world will use far more AI. That does not mean it will use proportionally more electricity. As AI systems become more efficient, the relationship between adoption and power demand weakens. This creates a forecasting problem with real consequences for grid planning, investment timing, and policy—where flexibility matters more than precision.

AI is turning data-centres into the factories of the digital age — reshaping electricity demand, regulation, and capital flows. Their value now hinges on a mix of risks: price volatility, grid constraints, policy uncertainty, renewable access, and supply-chain exposure. Understanding how these forces interact is essential for investors navigating the next era of AI infrastructure.