When a UAE insurer's loss ratio moves the wrong way, the response is almost reflexive: tighten claims. More scrutiny on adjudication, harder on leakage, a project on the claims function. That is where the losses are paid, so that is where the attention goes. It is also why insurers can run that programme hard and watch the ratio barely move: by the time a claim is being handled, most of the loss ratio has already been decided. The figure is largely set in pricing, underwriting, and policy data, months or years before the claim, and the claims function inherits a ratio it can influence at the margin but did not create.
This piece is a perspective on why the loss ratio is set upstream of the claim, and why attacking it at the claim misplaces the effort. The argument is opinionated. We are not arguing that claims handling is irrelevant, it is a genuine lever, or that claims teams underperform. We are arguing that the dominant determinants of the loss ratio are price and product design, risk selection, and policy data quality, all of which are committed before the claim exists; that claims handling acts on a ratio already largely fixed; and that an insurer whose claims, pricing, underwriting, and policy data are not linked can manage the symptom it sees while staying blind to the stage that actually caused it. The loss ratio is not made in claims. It is revealed there.
The audience for this analysis is CFOs, chief actuaries, heads of underwriting, heads of claims, and data leads at UAE insurers and takaful operators whose loss ratio resists claims-side effort and who suspect the cause sits earlier. The useful diagnostic question is not "how tight is our claims handling" but "for a loss-making segment, can we attribute it to pricing, selection, data, or claims, or can we only see the claims because that is the only stage we have linked".
Where the Loss Ratio Is Actually Decided
Below is the loss ratio shown as what it is: an outcome attributable across the stages that produce it, weighted by how much each typically decides it. The point is not the exact weights, which are illustrative of relative influence; it is the shape, that the stages before the claim dominate, and that the stage the industry instinctively attacks acts on a ratio already largely committed. Tap any segment to see how it sets the ratio, why it is invisible without linkage, and what linkage changes.
The loss ratio, attributed to where it is decided
Tap a segment for how it sets the ratio and what linkage changes
Why the Claim Is the Last Place to Look, Not the First
The reason the loss ratio is decided upstream is arithmetic, not opinion. A loss ratio is incurred losses over earned premium. The premium side is fixed by pricing before the policy is sold. The loss side is overwhelmingly determined by which risks were accepted and on what terms, decided at underwriting, and by whether the policy data describing those risks is accurate, maintained all term. By the time a claim occurs, the book it belongs to has already been priced and selected; the claim is the realisation of a distribution that pricing and underwriting set. Claims handling can reduce avoidable leakage and sharpen adjudication, which matters, but it operates on a number whose centre of gravity was established before the claim existed.
The UAE market makes the upstream stakes concrete and segment-specific. The gross loss ratio across all UAE insurance was 68.9 per cent in 2024, but it was 77.4 per cent in health insurance against 58.6 per cent in property and liability. That spread is the argument in one statistic: a nearly nineteen-point difference between lines is not a claims-handling difference, it is a pricing, product, and selection difference between fundamentally different risk pools. An insurer treating its health loss ratio as a claims problem is attacking the symptom of a structure set in pricing and underwriting, and the gap between the lines will not close from the claims side because it was not opened there.
This is why the failure is structural rather than a claims-capability problem. A strong claims function can run at full discipline and the loss ratio can stay stubborn, because the function is acting on the visible end of a chain whose determining stages it cannot see. The insurer exposed here is not the one with a weak claims team; it is the one whose claims, pricing, underwriting, and policy data are not linked, so a loss-making segment can only ever be diagnosed as a claims issue, because claims is the only stage instrumented end to end.
The shift in one observation
A loss ratio read as a claims outcome produces a claims programme. Read as a chain that runs from pricing through underwriting and policy data to the claim, it produces linkage that lets a loss-making segment be attributed to the stage that caused it. The insurers whose loss-ratio programmes underdeliver are usually the ones attacking the last stage. The ones whose work are the ones who linked the chain and aimed at the right one.
Where the Claims-First Model Breaks
Attacking the loss ratio at the claim breaks in four predictable places.
Pricing assumptions not carried as data
The expected loss ratio is set at pricing, but if the assumptions are not attached to the policies actually written, realised experience cannot be read back against them. The largest lever becomes the least measurable, so it is never the one corrected.
Selection invisible in the portfolio
If the risk attributes underwriting relied on are not retained on the policy, adverse selection cannot be seen. The insurer observes the claims and never the selection pattern that produced them, so it cannot fix the stage that committed the loss.
The ratio is partly noise
Weak policy data distorts the apparent loss ratio in both directions. Corrective action is then aimed by guesswork at a figure that is itself partly artefact, so even well-run claims effort is pointed at the wrong segments.
Claims managed in isolation
When claims data is not linked back to pricing and underwriting, the claims function can be optimised perfectly and still cannot tell whether a loss-making segment is a claims problem or an upstream one. It treats the only stage it can see.
The Numbers
Two Ways to Attack the Loss Ratio
The difference between insurers whose loss-ratio programmes work and those whose stall is whether the chain is linked so the right stage can be aimed at.
| Dimension | Claims-first | Chain-linked |
|---|---|---|
| Where effort goes | The claims function, the visible stage. | The stage attribution shows actually caused it. |
| Pricing | Assumptions not carried as data. | Assumptions read back against realised experience. |
| Underwriting | Selection invisible in the portfolio. | Selection quality analysed against outcomes. |
| Policy data | The ratio is partly artefact. | The ratio is a signal that can be acted on. |
| Diagnosis | Every problem looks like a claims problem. | A segment is attributed to its true cause. |
The nineteen-point gap between UAE health and property loss ratios is not a claims-handling gap. It is a pricing and selection gap, and an insurer attacking it from the claims side is working hard on the one stage that did not open it.
What a Linked Chain Looks Like
The pattern in insurers whose loss-ratio programmes actually move the number is recognisable. Pricing assumptions are captured as structured data attached to the policies written, so realised experience can be read back against the assumption that priced it. The risk attributes and terms underwriting relied on are retained on the policy record, so selection quality is analysed against outcomes rather than inferred from aggregate loss. Policy data is maintained to the standard the analysis needs, so the loss ratio is a signal rather than partly noise. Claims are linked to the originating policy, pricing assumption, and underwriting decision, so a loss-making segment is attributed to the stage that caused it. Reserving aligns to the same structure, so the reported ratio and the operational reality move together and deterioration is seen early. The claims function still matters and still does its work; it is simply no longer asked to fix what pricing and selection decided.
This does not necessarily mean replacing the policy, pricing, or claims systems already in place. In many insurers the linkage can be built around the existing systems so attribution becomes possible without a system change. Replacement becomes the better option mainly where the existing systems structurally cannot retain pricing and underwriting context against the policy or link claims back to it. Which applies is specific to the systems in place, and is established in scoping before any build commitment.
How This Sits Alongside the Insurer's Own Responsibilities
The configuration keeps a clear separation. The insurer owns its pricing, its underwriting and risk-selection decisions, its reserving and actuarial judgements, its claims determinations, and its own compliance with the CBUAE insurance framework. The software is the instrumentation: linking pricing, underwriting, policy data, and claims so the loss ratio can be attributed to where it is decided.
This is the role BY BANKS is positioned for. We are an independent software engineering company based in the UAE. We design and build software and hand it over to the insurer that runs it. We do not set prices, make underwriting or risk-selection decisions, perform actuarial or reserving work, adjudicate claims, or act for or on behalf of the CBUAE, and we are not affiliated with or endorsed by any authority. The insurer owns its pricing, underwriting, reserving, claims, and its own compliance; we build the instrumentation that makes the chain attributable. The accountable party leads and owns the obligations; we build to their direction.
Where This Analysis Is Useful
The conversations where this perspective is most useful tend to be at three moments: an insurer whose loss ratio resists sustained claims-side effort; a head of underwriting or actuary who suspects a loss-making segment is a selection or pricing issue but cannot prove it from the data; or a CFO reviewing why a claims programme did not move the number. The honest answer is usually the same: the ratio is decided upstream, claims is the last place it is set, and the durable fix is linking the chain so the causing stage can be aimed at rather than the visible one.
For broader related work, see our perspective on why claims in Dubai are decided at the point of care and our perspective on what IFRS 17 demands of insurance data. The applied work sits across our insurance claims management software, insurance policy administration, and TPA software capabilities, within the broader insurance software practice and our operational platforms work. Get in touch if a 45-minute conversation about a specific loss-ratio picture would be useful.
Frequently Asked Questions
No. We are an independent software engineering company based in the UAE. We design and build software and hand it over to the insurer that runs it. We do not set prices, make underwriting or risk-selection decisions, perform actuarial or reserving work, adjudicate claims, or act for or on behalf of the CBUAE, and we are not affiliated with or endorsed by any authority. On any engagement, the insurer owns its pricing, underwriting, reserving, claims, and its own compliance. We build the instrumentation that links the chain; the insurer makes every commercial and actuarial decision.
No. The weights are an observational illustration of relative influence to make the point that the loss ratio is dominated by stages before the claim. They are not measured statistics, an actuarial decomposition, or a claim about any specific book. The loss-ratio percentages cited separately (68.9% overall, 77.4% health, 58.6% property and liability for UAE 2024) are sourced figures; the weights inside the interactive are illustrative only.
No. Claims handling is a genuine lever, adjudication quality and avoidable leakage do move the ratio, and it should be run well. The argument is about proportion and sequence: claims acts on a ratio already largely committed by pricing, selection, and policy data, so attacking only the claim leaves the dominant determinants untouched. Run claims well, and also link the chain so the larger upstream levers are visible and addressable.
Often not. In many insurers the linkage between pricing, underwriting, policy data, and claims can be built around the systems already in place, so attribution becomes possible without a system change. Replacement becomes the better option mainly where the existing systems structurally cannot retain pricing and underwriting context against the policy or link claims back to it. Which applies is specific to the systems in place and is established in scoping before any build commitment.
It is sequenced and does not require pausing the book. The usual starting point is linking claims back to pricing and underwriting for the worst-performing segment, so the largest current loss can be attributed to its true cause before anything else. The remaining segments and the reserving alignment follow. The order is driven by where the loss is largest and the attribution weakest, which scoping establishes for the specific book.
The loss ratio is widely attacked at the claim and is in practice decided upstream of it, in pricing, underwriting, and policy data the claims function only inherits. The arithmetic is plain: premium is fixed at pricing, the loss side is overwhelmingly set by selection and the data describing it, and the claim is the realisation of a distribution those stages already shaped, a point the nineteen-point gap between UAE health and property loss ratios in 2024 makes concrete. The insurers whose loss-ratio work moves the number are the ones who linked the chain so the causing stage can be aimed at. The build is software work; the pricing, the underwriting, the reserving, the claims determinations, and CBUAE compliance remain entirely the insurer's, and the system simply makes the chain attributable so effort lands where the ratio is decided rather than where it is merely revealed.
References to UAE insurance loss ratios are descriptive of publicly available official sources and are summarised, not reproduced. Figures cited (2024 gross loss ratios of 68.9% across all UAE insurance, 77.4% in health insurance, and 58.6% in property and liability insurance; 59 licensed UAE insurers in 2024) are drawn from public sources listed on our Sources and Data page; the attribution weights in the interactive are an observational illustration of relative influence, not measured statistics, an actuarial decomposition, or a claim about any specific insurer or book. BY BANKS is an independent software engineering company; we do not set prices, make underwriting or risk-selection decisions, perform actuarial or reserving work, adjudicate claims, or act for or on behalf of the CBUAE, and we are not affiliated with or endorsed by any authority. On any insurance engagement, the insurer owns its pricing, underwriting, reserving, claims, and responsibility for its own compliance. This article is not actuarial, underwriting, pricing, or legal advice; insurers should obtain qualified advice for their specific obligations. Public sources used in this piece are listed on our Sources and Data page.
Ready to Build Something?
If this resonated, let's talk about how we can apply these ideas to your business.
Start a Conversation