When precision pricing starts to exclude

In the pursuit of perfect pricing, insurance may be creating imperfect outcomes warns Sarah Vaughan, director of Angelica Solutions.

For decades the UK market has operated on a simple, accepted principle that insurers can decline risks that fall outside their appetite. It is fundamental to underwriting discipline and central to maintaining sustainable loss ratios.  But as pricing sophistication accelerates, that principle is beginning to have unintended consequences.

In parts of Europe, regulators have taken a different stance where Insurers are required to offer a price to every customer. They cannot simply decline; they must engage, even if the risk sits well outside their preferred portfolio. Crucially, pricing itself cannot be used as a disguised refusal.

At face value, this challenges conventional thinking because it forces insurers to quote risks they do not want. Yet the effect shows when every risk must be priced, the market becomes fully transparent about its view of that risk. Nothing is quietly filtered out. The cost of exposure and the limits of affordability are made explicit.

The UK model, by contrast allows these tensions to remain largely hidden. Risks outside appetite are declined and for most consumers the system works. Competition ensures that those with standard risk profiles continue to access affordable cover with relative ease.

What this misses though, is that a growing minority of customers are finding themselves on the wrong side of increasingly refined underwriting models. Not because insurance does not exist for them in theory, but because in practice, no provider is willing to offer it at a viable price.

Older drivers particularly those in rural areas, are facing rising premiums at a point in life where mobility is often essential. In travel insurance, customers with pre-existing medical conditions have long encountered similar barriers, with pricing that can quickly become prohibitive.

Historically, the market absorbed these challenges through diversity. A wide range of insurers, each with different data, cost bases, and appetites, meant that risk was rarely viewed uniformly. If one insurer declined, another might see an opportunity.

That diversity is eroding as consolidation has reduced the number of independent players, while advances in data and analytics have driven greater alignment in how risk is assessed. Insurers are increasingly drawing from similar datasets, responding to the same regulatory pressures and optimising against comparable financial constraints.

Essentially, the market is starting to think in the same way. Certain segments are no longer marginal as they are consistently deemed uneconomic across the board.

Increased regulatory oversight has improved fairness and transparency, but it has also raised the barrier to entry for smaller and specialist providers. These were often the firms willing to take a different view on risk, providing options where the mainstream market would not.  As their presence diminishes, so too does the market’s capacity to accommodate complexity.

None of this suggests that risk selection should be abandoned. A functioning insurance market depends on it. For many customers, insurance behaves less like a discretionary product and more like a necessity. Motor insurance enables access to work and independence. Travel insurance provides security and confidence. When access to these products becomes constrained, the consequences extend beyond the individual.

We would not accept a scenario where segments of the population were routinely excluded from essential utilities. Insurance may not sit in the same category formally, but its practical importance invites comparison.

As an industry, we have become highly effective at understanding risk. The hard question is what we choose to do with that understanding. Do we continue to optimise for precision, even where it narrows access? Or do we consider how markets can remain both technically robust and socially functional?

At Angelica Solutions, we spend much of our time helping insurers refine their view of risk, improving pricing, strengthening models, and enhancing decision-making. But precision is only part of the equation.  If left unchecked, it has the potential to create a market that is efficient, consistent and increasingly exclusive.

The real emerging risk is not that we fail to understand customers. It is that we understand them so well that we leave some of them behind.

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