Value Packs / Insurance / Claims Severity & Reserve Early-Warning / Wisdom

Claims Severity & Reserve Early-Warning · Wisdom notebook

Ask the follow-up.

Agentic conversational BI · one continuous thread reading the loss-runs for severity and reserves.

Before I open the triangles — what actually moved on severity and reserves across the book this month?

RK

Scored all 25+ programs on four early-warning dimensions — claim severity, large-loss ratio, reserve ratio and cat-claim mix — against each one's own baseline, and shaded the whole matrix.

One program stands apart, and it's a tail story, not an attritional one — Propane & Fuel Dealers on its Energy · PA/OH/TX slice:

SeverityLarge-loss %Reserve ratioCat mix
Propane & Fuel Dealers$120K55%64%65%
Habitational$29K7%42%9%
Municipal Law Enforcement$37K8%41%2%
Commercial Trucking$30K4%40%1%
Contractors GL$33K3%40%1%
Golf & Country Club$17K2%40%1%

Read across the top row: Propane lights up on all four dimensions at the shock — severity, large-loss, reserves and cat mix all move together, the signature of a fire/explosion event. Everything else is a book-level ~$26K severity and a ~40% reserve ratio.

Take Propane. Show me how the driver-slice severity has actually tracked — is it a trend or a shock?

RK

Pulled average claim severity for Propane · Energy × PA/OH/TX by month and laid its calm baseline band underneath.

A shock, not a trend — it sits at the book severity most months, then a fire/explosion month drives it clean off the top:

Driver-slice avg severity ($K)4.8×
0K32.5K65K97.5K130K$120K fire/explosion shockDec-25Jan-26Feb-26Mar-26Apr-26May-26Jun-26Jul-26
Calm baseline~$25K
Jul-26 shock$120K
Book~$26K

March and June already spiked to $78K and $59K; July is the biggest yet at $120K. Each is a discrete cluster of events — a monthly loss-ratio glance smooths them away, the severity view does not.

What's actually causing those shock months on the Propane slice?

RK

Broke the shock-month claims on the Propane PA/OH/TX slice down by cause of loss.

It's the fire / explosion / pollution-spill trio — the man-made-catastrophe perils — that lift the average, not the routine delivery and property claims:

49%tail perils
Productsattritional18%
Firetail17%
Delivery / Autoattritional17%
Pollution spilltail16%
Explosiontail16%
Property damageattritional16%

Fire, explosion and pollution-spill together are ~49% of the slice's claims — and they carry nearly all the severity. The attritional half (products, delivery, property) is routine; the tail half is what breaks the reserving.