← All projects

Finance · Public data

How sensitive is a reserve estimate to the tail?

A modest change to the assumed claims-development tail adds $17.12 billion to the modeled unpaid balance. The gap warrants investigation, not a reserve release.

Insurance Reserve Challenge Lab · Added 2026-10-20

Independent portfolio research. An interactive workbench runs in your browser using the project’s pinned data. Scenario assumptions are separate from observed results.

Finding

The development method has 14.54% weighted absolute percentage error across 468 masked one-step cells, compared with 44.50% for repeating the latest increment. Adding a 1.10 tail factor raises the modeled unpaid balance by $17.12 billion. The result shows substantial sensitivity to late claims development.

Why it matters

Investigate the largest tail sensitivities first. Request actuarial selections, claims-handling changes and reinsurance detail before discussing reserves or capital returns.

Who could use this

A finance and actuarial diligence committee deciding where further reserve investigation is needed.

Data and scope

4,046 paid/incurred cells from six original 2025 insurer filings. Thirty-one of forty-eight disclosed triangles meet the selected development gates.

How the analysis works

Gated paid-development chain ladder, volume and median methods, masked-diagonal benchmark comparisons and explicit tail sensitivities. Source scope and numerical cells are retained.

Limits of the evidence

The current disclosure contains revised historical cells, so this is not an as-released forecast. Older claims, expense scope and sparse late-development factors matter. The model does not justify reserve release or capital returns.