Know these first
- L2.2.06: Insurance risk
- L2.6.07: Insurance and reinsurance
- L3.7.07: Measuring frequency and severity
Math Atoms
By the end you will be able to
- 1Trace a large loss through a real programme: surplus, per-risk excess of loss, facultative and a cat XL with reinstatements.
- 2Compute layer recoveries, annual limits and reinstatement premiums, and price a layer against its expected loss.
- 3Read a gross and net simulation: what reinsurance does to the mean, the spread and the 1-in-200 year, and what it costs.
- 4Judge reinsurance as capital relief, with its price, the counterparty risk it creates and the cycle it is bought in.
Why it matters
In RiskAtoms Insurance SE's worst property year in 200, the account loses €1,774m before reinsurance. After it, the loss is €565m. The programme costs about €139m a year of expected profit. Is that a good deal? Answering it means knowing what each treaty does, how it is priced, and what it does to capital.
Core explanation
One programme, treaty by treaty
Illustrative dataRiskAtoms Insurance SE's insurance book
The same composite European insurer as Modules 1.8 and 2.2, reporting in € millions at 31 December 2025: €70bn of assets, €9.0bn of non-life premiums, annuities, savings with guarantees and term business, a cat event set, a reinsurance programme and a Solvency II standard formula in outline (SCR €5,000m, own funds €9,300m, a ratio of 186%). Every line, event, bond, treaty and price is made up for teaching and seeded so it never changes; none is any insurer's data. The same book runs through every lesson in Module 3.8, so the figures agree.
This lesson relies on the book's stated simplifications: cat losses are gross and the cat XL applies to them directly (the surplus takes no cat losses); events are independent, with no demand surge; the surplus and per-risk XL recover fixed shares of non-cat claims in the simulation; casualty XL premiums are stated, not priced; and counterparty default is a stated €150m charge.
L2.6.07: Insurance and reinsurance introduced quota share and excess of loss on single losses; L3.8.05: Catastrophe risk built the cat event set. An insurer combines several treaties, each aimed at a different problem. RiskAtoms ceded €900m of its €9,000m non-life premium in 2025:
| Treaty | Kind | What it protects | 2025 premium |
|---|---|---|---|
| Property surplus | Proportional | Large commercial risks above a €10m line | €600m (40% commission) |
| Property per-risk XL 8 xs 2 | Non-proportional | One fire on the retained line | €70m |
| Property cat XL 1,500 xs 500 | Non-proportional | One storm, flood, hail or quake event | €50m |
| Motor liability XL 45 xs 5 | Non-proportional | One large bodily injury claim | €90m |
| Liability XL 20 xs 5 | Non-proportional | One large liability claim | €90m |
| Total ceded | €900m |
Proportional: the surplus treaty
A quota share cedes the same share of every policy. A surplus treaty cedes more of the big risks and none of the small ones. RiskAtoms keeps a line of €10m on each commercial risk and cedes the rest, up to 9 lines (€90m). The reinsurer takes that share of the premium and of every loss on the risk, and pays a 40% ceding commission. What is above €100m needs facultative cover: 1 of the 40 largest risks.
| Risk | Sum insured | Kept | Surplus | Facultative | Share kept |
|---|---|---|---|---|---|
| CR-16 Shopping centre | €160m | €10m | €90m | €60m | 6.3% |
| CR-07 Factory | €92m | €10m | €82m | – | 10.9% |
| CR-36 Office block | €83m | €10m | €73m | – | 12.0% |
| CR-01 Factory | €72m | €10m | €62m | – | 13.9% |
| CR-28 Food processing | €61m | €10m | €51m | – | 16.4% |
| CR-10 Warehouse | €55m | €10m | €45m | – | 18.2% |
The insurer keeps the same €10m of every large risk, so its exposure per risk is level however big the building. A €40m fire at the €92m factory: the surplus pays 89.1%, €35.7m. The €4.35m kept then meets the per-risk XL of €8m xs €2m, which pays €2.35m. Net cost: €2m. A total loss of the €160m shopping centre splits €90m surplus, €60m facultative, €8m per-risk XL and €2m kept. Together the two treaties cap any single fire at €2m.
Non-proportional: the cat XL and its reinstatements
A cat XL pays on the total of one event. RiskAtoms buys 1,500 xs 500 in two layers: 500 xs 500 at a 5% rate on line (€25m) and 1,000 xs 1,000 at 2.5% (€25m). Each has one reinstatement at 100%: once a storm uses the limit, it is refilled for the rest of the year in return for the layer's premium, pro rata to the amount used. In the book's event set:
| Return period | Gross event | Layer 1 | Layer 2 | Kept | Reinst. premium | Net cost |
|---|---|---|---|---|---|---|
| 1 in 25 | 410 | 0 | 0 | 410 | 0.0 | 409.7 |
| 1 in 50 | 720 | 220 | 0 | 500 | 11.0 | 511.0 |
| 1 in 100 | 1,247 | 500 | 247 | 500 | 31.2 | 531.2 |
| 1 in 200 | 2,153 | 500 | 1,000 | 653 | 50.0 | 703.2 |
| 1 in 250 | 2,660 | 500 | 1,000 | 1,160 | 50.0 | 1,210.2 |
Between 1-in-50 and 1-in-100 the net cost barely moves: the programme holds the loss at €500m plus a reinstatement premium. Above €2,000m it runs out, and the 1-in-250 storm costs €1,210m, 1.7 times the 1-in-200's €703m. A second storm in the same year meets a layer that has already used part of its annual limit. Take storms of €1,600m, €1,200m and €900m: the layers recover €1,100m and €700m on the first two, layer 1's annual limit is then gone, and the third storm is kept in full. The year costs €1,945m including €45m of reinstatement premium. Try your own season:
A storm season through the cat XL
Programme
| Layer 1 pays | Layer 2 pays | Limit left | Reinst. premium | Kept | |
|---|---|---|---|---|---|
| Storm 1 (€1,600m) | 500 | 600 | 500 / 1,400 | 40.0 | 500 |
| Storm 2 (€1,200m) | 500 | 200 | 0 / 1,200 | 5.0 | 500 |
| Storm 3 (€900m) | 0 | 0 | 0 / 1,200 | 0.0 | 900 |
| Year | 1,000 | 800 | 45.0 | 1,900 |
The year costs €1,945.0m net: €1,900m kept plus €45.0m of reinstatement premium. Each layer pays at most its limit per storm and twice its limit in the year (one reinstatement); everything above €2,000m is kept. For scale, the book's 1-in-200 storm is €2,153m.
Pricing a layer
The fair price of a layer starts from its expected annual loss: each event's rate times the part of it inside the layer, summed over the event set (M-C02: Expectation). Divide by the limit for the loss on line. The premium is a multiple of it, to pay for capital, uncertainty in the model and the reinsurer's costs.
| Layer | Premium | Expected loss | Loss on line | Rate on line | Multiple | Years it is hit |
|---|---|---|---|---|---|---|
| Layer 1: 500 xs 500 | 25.0 | 10.09 | 2.02% | 5.0% | 2.48× | 1 in 32 |
| Layer 2: 1,000 xs 1,000 | 25.0 | 8.44 | 0.84% | 2.5% | 2.96× | 1 in 76 |
| Layer 3: 1,000 xs 2,000 (option) | 15.0 | 4.36 | 0.44% | 1.5% | 3.44× | 1 in 177 |
The higher the layer, the rarer the loss and the higher the multiple: 2.5× for layer 1, 3.0× for layer 2 and 3.4× for the optional third. A reinsurer must hold capital against a layer that is rarely hit but loses its whole limit when it is, and the cat model is least certain far out in the tail.
Stop loss
A stop loss protects the year's result rather than a risk or an event. The book's option pays the property net loss ratio above 80%, up to 20 points, priced at 1.5 times its expected recovery: €3.8m a year. It catches what the other treaties leave, such as a bad attritional year on top of a storm that exhausted the cat XL, and takes the 1-in-200 net year from −€565m to −€448m. Because a stop loss also pays for the insurer's own underpricing, it is hard to find, expensive and seldom unlimited.
Gross and net, 50,000 years
The book simulates the property account for 50,000 years: attritional and large losses, plus the cat events of L3.8.05: Catastrophe risk, through the whole programme. Property earned €3,359m gross in 2025 and €2,647m net.
| Underwriting result | Gross | Net | Stop loss added |
|---|---|---|---|
| Mean | 591.4 | 452.6 | 451.3 |
| Standard deviation | 365.0 | 253.9 | 229.1 |
| 1-in-200 year | −1,774.4 | −564.8 | −448.1 |
Reinsurance costs €138.9m of expected result a year (gross mean less net mean) and improves the worst year in 200 by €1,210m: about €8.7 of tail for each euro of margin. The expected cost is real money every year; the protection is used rarely. That trade is the point.
Capital relief, and its price
Solvency II measures non-life risk net of reinsurance, so reinsurance lowers the SCR. The book prices three ways to release capital:
| Option | SCR change | Ratio after | Cost a year | Cost per €1 of SCR |
|---|---|---|---|---|
| 20% quota share on all non-life, 28% commission | −282.3 | 197% | 112.0 | €0.40 |
| Extra cat layer 1000 xs 2,000 at 1.5% rate on line | −35.7 | 187% | 10.6 | €0.30 |
| Longevity swap on 50% of the annuities, fee 2% a year | −323.4 | 199% | 17.0 | €0.05 |
The quota share gives away 20% of the non-life profit, and its commission is below the expense ratio: €112m a year for €282m of relief. The cat layer costs its premium less its expected recovery. The longevity swap (L3.8.07: Longevity risk) is by far the cheapest relief per euro because longevity is the largest life risk and the fee is small. Set any of them against the cost of the capital it frees: the risk margin assumes 6% a year. Only the swap clears that on capital alone; the others are bought for what they do to bad years, earnings and growth.
Relief also shrinks on its way up. The third layer cuts the cat sub-module by €151m, the non-life module by €69m, the BSCR by €44m and the SCR by €36m: each aggregation step with imperfect correlation dilutes a cut in one part (L3.8.12: Insurer investment risk and the ORSA).
What reinsurance adds: counterparty risk
Reinsurance swaps insurance risk for credit risk. RiskAtoms already counts recoverables of €544m on its modelled non-life reserves, and after the 1-in-200 storm its cat reinsurers would owe €1,500m, just when they are paying everyone else's storm claims too. Insurers manage this with panels of several highly rated reinsurers, limits per reinsurer, collateral from unrated ones, and watching the reinsurers' ratings. The standard formula charges it in the counterparty default module (stated here as €150m); the book's quota share option ignores the extra counterparty risk it would add, which flatters it.
The reinsurance cycle
Reinsurance has its own cycle, like the primary market's (L3.8.04: Premium risk and the underwriting cycle). After a large loss, capital is scarce and prices rise; high prices then draw in new capital and prices soften. Hurricane Andrew in 1992 is the textbook case: the market hardened sharply and new reinsurers were founded in Bermuda to supply catastrophe capacity (Spark Atoms below). For a buyer, that means the cost of the same protection changes from year to year, and the programme should be judged over the cycle, not at one renewal.
Sort itWhich cover fixes it?
Match each problem to the cover aimed at it.
One €160m shopping centre would be far more than the insurer wants to keep on any risk.
After the surplus, a single fire could still cost the full €10m line.
One windstorm damages 200,000 homes, each loss small.
A bad attritional year comes on top of two storms that used up the cat limits.
The insurer wants to cap its retained loss from any one event at €500m.
The formal version
The spread of what is kept. With gross annual cat loss and recoveries , the variance of the net loss follows from the rules for combining random variables (M-C11: Combining random variables). On the book's 50,000 cat years, in €m², with sample variances (divisor n − 1):
The covariance term does the work: recoveries come in the years with large gross losses (correlation 0.87), so subtracting them removes far more variance than their own variance adds. A cover that paid at random would add variance. In 96.9% of years the cat XL pays nothing at all.
The 1-in-200 year. Sort the 50,000 simulated years and take the value at position , the 251st largest loss (M-C09: Quantiles): gross annual cat loss €2,507m, net €1,093m before reinstatement premium. The annual figure is above the 1-in-200 single storm (€2,153m gross, €653m net) because bad years often have several events, and the second and third meet layers that are partly used.
Expected layer loss. With event rates and event losses , the expected annual loss to a layer xs , counting every event in full, and its multiple are
Try it
Today's programme is the starting point. Add a quota share, a third cat layer or a stop loss and watch the mean, the spread and the 1-in-200 year. Which choice buys the most tail per euro? Which barely moves it?
Try itBuild the property programme
Quota share on property, ceded first (30% commission)
Third cat layer above €2,000m (1.5% rate on line)
Stop loss: net loss ratio above 80%, up to 20 points
The property account's underwriting result (earned premium less claims and expenses) over the book's 50,000 simulated years, gross and net of the surplus, per-risk XL and cat XL in force plus your choices. The quota share is ceded first; the other treaties then protect the 70%, 80% or 90% kept. The 1-in-200 year is the 250th worst. Each new choice reruns the 50,000 years once. Illustrative data, € millions.
Worked example
The 1-in-200 storm, from treaty to SCR
All figures from the book, € millions.
Buying a third cat layer
Step 1 of 5- 1
The 1-in-200 storm today
Regulatory lens
Solvency II recognises reinsurance in the SCR: premium and reserve risk are measured on net premiums and net reserves (Delegated Regulation (EU) 2015/35, Art 116), the premium risk standard deviation of the motor vehicle liability, fire and other damage to property, and general liability segments is multiplied by an 80% adjustment factor for non-proportional reinsurance (Art 117(3)), and the cat charge is net of the programme. In return, recoverables enter the counterparty default module. The UK's Prudential Regulation Authority published SS5/24 on funded reinsurance on 26 July 2024, expecting annuity writers to set limits on it, measure what an immediate recapture would cost, keep collateral policies and stress the exposures in their ORSA where material. How reinsurance, risk mitigation and the counterparty module work in detail is in M4.6: Solvency II and insurance regulation; IFRS 17's treatment of reinsurance held is in M4.8: Insurance accounting: IFRS 17 (overview).
Spark Atoms
Spark AtomAndrew and the Bermuda class
Spark AtomMost years the cat XL pays nothing
Key takeaways
- A programme layers treaties: the surplus levels large risks to a €10m line, the per-risk XL caps any fire at €2m, the cat XL caps an event at €500m up to €2,000m, and a stop loss protects the year.
- An XL layer pays min(max(X − D, 0), L) per event and at most (1 + m)L a year; each reinstatement is paid pro rata to the limit used.
- Layer prices are multiples of expected loss, and the multiple rises with height: 2.5×, 3.0×, 3.4× here.
- On 50,000 years, reinsurance improves the 1-in-200 property year from −€1,774m to −€565m for €139m a year of expected margin.
- As capital relief, the quota share costs €0.40 a year per euro of SCR, the cat layer €0.30 and the longevity swap €0.05; diversification dilutes relief on the way up.
- Reinsurance creates counterparty risk exactly when it pays, and its price follows a cycle driven by losses and capital.
Reaction
Check what stuck
Question 1 · objective 1
The surplus treaty keeps a line of €10m on each risk and has 9 lines. What share of a €25m warehouse does it cede, in %?
Question 2 · objective 2
In one year a €1,600m storm is followed by a €1,200m storm. The cat XL is 500 xs 500 and 1,000 xs 1,000, each with one reinstatement. How much do the two layers recover in total, in €m?
Question 3 · objective 2
Layer 1 (500 xs 500) costs €25m and has one reinstatement at 100%, pro rata to amount. An €800m storm hits. What reinstatement premium is due, in €m?
Question 4 · objective 4
The third cat layer cuts the cat sub-module from €703m to €552m, yet the SCR falls by only €36m. Why?
Question 5 · objective 4
The 20% quota share costs €112m a year of expected margin and releases €282.3m of SCR. What does each euro of SCR released cost a year, in € to two decimals?
Glossary
- Treaty
- A reinsurance contract that covers a whole class of business automatically for a year, as opposed to facultative cover bought risk by risk.
- Surplus treaty
- A proportional treaty in which the insurer keeps a fixed amount of each risk (the line) and cedes the share of the sum insured above it, up to a number of lines.
- Line (retention line)
- In a surplus treaty, the amount of sum insured the insurer keeps on any one risk. Capacity is counted in lines: nine lines on a €10m line means up to €90m ceded.
- Facultative reinsurance
- Facultative reinsurance: cover negotiated for one risk at a time, used for what is too large or unusual for the treaties.
- Per-risk excess of loss
- Excess of loss on any one risk: it pays the part of a single risk's loss above the retention, up to a limit.
- Catastrophe excess of loss (cat XL)
- Excess of loss on the total of all claims from one event, such as a windstorm, above a retention, up to a limit.
- Reinstatement
- A refill of an excess of loss layer's limit after a loss uses it up, so it can pay again later in the year. It is usually paid for with a reinstatement premium.
- Rate on line
- Rate on line: the layer's premium divided by its limit. A 5% rate on line on a €500m layer is €25m.
- Loss on line and multiple
- Loss on line: the layer's expected annual loss divided by its limit. Premium ÷ expected loss is the multiple.
- Stop loss
- Cover on a whole account's result: it pays when the loss ratio for the year goes above an attachment point, up to a limit.
- Reinsurance recoverables
- Amounts the reinsurers are expected to pay the insurer on claims already incurred: an asset on the insurer's balance sheet, and a credit exposure.
- Capital relief
- The fall in required capital (here the SCR) that a reinsurance or hedge brings.
- Funded reinsurance
- Funded reinsurance: a life insurer passes both the longevity risk and the investment risk of annuities to a reinsurer, often overseas, backed by collateral. If the reinsurer fails, the insurer takes the business back (recapture).
Deep Dives & Origins
Public dataReal events cited on this page
Deep Dives
- L. Schiffer, “More Porridge Please: Reinstatements in Reinsurance”, IRMI, December 2011: how reinstatement clauses and premiums work in practice. Intermediate.
- Prudential Regulation Authority, PS13/24 Funded reinsurance and SS5/24 Funded reinsurance, Bank of England, 26 July 2024. Advanced.
Origins
- European Commission, Delegated Regulation (EU) 2015/35, Art 117 (adjustment factor for non-proportional reinsurance), as in force at 31 December 2020, legislation.gov.uk.
- L. Schiffer, “More Porridge Please: Reinstatements in Reinsurance”, IRMI.com, 1 December 2011.
- IRMI, “Aggregate stop-loss reinsurance”, glossary of insurance terms, IRMI.com.
- D. Delaney, “Viewpoint: When Andrew Returns – A Look Back at a Pivotal Insurance Event”, Insurance Journal, 25 August 2026.
- Florida Senate, Committee on Banking and Insurance, Whether Florida's Insurance Laws are Adequate to Respond to the Next Major Hurricane, Interim Report 2001-001, October 2000.
- “1993 Bermuda Cat Reinsurers Celebrate 1st Decade”, National Underwriter Property & Casualty, 1 September 2003 (PropertyCasualty360).
- Prudential Regulation Authority, PS13/24 Funded reinsurance and SS5/24, Bank of England, 26 July 2024.
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