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Get Started Free →Use when setting or revising the case reserve on an individual insurance claim — books the reserve to the claim's expected ultimate cost, keeps indemnity (the loss payment) and expense (defense/handling cost) on separate lines, states gross and net per the reserving rule, and never lets the estimate fall below what has already been paid. Do NOT use for classifying or triaging a first notice of loss, for book-level IBNR/actuarial reserving, or for issuing the payment itself.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-05 | ✗→✓ | ▲ Improved | 352% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 380% | 0% |
| case-12 | ✗→✓ | ▲ Improved | 393% | 0% |
| case-01 | ✗→✗ | = Same ✗ | 380% | 0% |
| case-02 | ✗→✗ | = Same ✗ | 367% | 0% |
Given the facts of a single claim, book (or revise) its case reserve. A case reserve is the adjuster's estimate of what the claim will ultimately cost the carrier over its whole life to closure — not what has been billed so far, not what has been paid to date, and never a round number picked because it sounds about right. The base habit this skill corrects: answering "set a reserve" with one lump figure like "$50,000", no cost-category split, no gross/net, sometimes below what the file has already paid. Every rule below exists to replace that guess with a defensible estimate.
1. Reserve to expected ultimate — not paid-to-date, not the current bill, not a round guess. The figure is the total you expect to disburse before the claim closes, including development you can already foresee: scheduled surgery, months of wage replacement still to come, a likely settlement or trial. If $8,000 has been paid but surgery and lost wages are still ahead, the reserve is the projected total, not the $8,000. When the only "estimate" offered is a round number with no breakdown or basis, treat that as unset and build the figure from the claim's expected exposure. Anchor to expected value: a plaintiff's opening demand is a negotiating position, so reserve to the expected settlement value, not the demand.
2. Keep indemnity and expense on separate lines. Two cost categories, never merged into one number:
| Category | What it covers | |---|---| | Indemnity (loss) | Money that resolves the claimant's loss — bodily-injury payments, wage replacement, property repair, the settlement or judgment itself. | | Expense (loss adjustment expense) | The cost of handling the claim — defense counsel, expert witnesses, independent adjusters, investigation. |
Each gets its own reserve. A litigated claim reserved for the expected payout to the claimant but with nothing set aside for the defense lawyers already on the file is under-reserved on the expense line. Expense reserves are warranted even while coverage or liability is still under investigation — if an adjuster and an expert are already engaged, their expected cost is a real exposure to reserve now.
3. State gross and net per the reserving rule.
deductible or self-insured-retention reimbursement, expected subrogation from an at-fault third party, salvage proceeds on damaged property, and any reinsurance cession. Net is what the carrier itself expects to bear.
If a $100,000 loss carries a $25,000 deductible the insured reimburses, gross is $100,000 and net is $75,000. Show both; do not collapse to one number when a recovery is expected.
4. Never below cumulative paid — and reserve before you pay. The ultimate estimate for a category can never be less than what has already been paid on that category; you cannot expect to spend less than you have already spent. If $60,000 in medical has been paid, the indemnity reserve cannot be booked at $50,000. Likewise, before a payment goes out that exceeds the current reserve, raise the reserve to cover it first — a $30,000 settlement check on a claim carried at $18,000 requires lifting the reserve before the check is issued. Once a claim is settled, fully paid, and carries no further exposure, the outstanding reserve drops to zero (paid equals ultimate).
Book each cost category on its own line, gross and net, with the outstanding amount:
Indemnity gross $80,000 net $75,000 paid $12,000 outstanding $63,000
Expense gross $20,000 net $20,000 paid $5,000 outstanding $15,000State the one assumption driving the ultimate (e.g. "expects a mid-range settlement; liability contested"). If a proposed figure violates a rule above, say which rule and give the corrected figure. Do not invent facts the claim does not state; if future development is unknown, reserve to the expected case and name the assumption.
of the claim, including foreseeable development, not just paid-to-date.
get net from gross for each category.
the reserve, raise the reserve first.
the ultimate.
Other measured skills in the registry, with their headline benchmark lift.