Captive Insurance
An insurer owned by the businesses it covers, the forms it takes, and what separates a captive from simply retaining the risk.
What a case reserve represents, how the first estimate is set, and why it moves every time new information reaches the file.
A case reserve in insurance is an estimate of the amount still expected to be paid on an individual reported claim. It records the outstanding claim obligation using the information available at a particular date.
The reserve changes as the insurer learns more about the loss and makes payments. It helps the claims team, finance team, and actuaries understand the remaining estimated cost of claims that are already known.
A claim may be reported before anyone knows its final cost. A damaged building may need an inspection, or the consequences of an injury may take time to establish. The insurer still needs an estimate for the outstanding amount.
The key distinction is between money already paid and money expected to be paid:
Case-incurred loss = cumulative paid loss + outstanding case reserve
The Casualty Actuarial Society describes case reserves as excluding payments already made and identifies paid losses plus case reserves as reported, or case-incurred, losses. CAS’s explanation of case reserves.
For example, if a claim has $5,000 of payments and a $15,000 outstanding reserve, its case-incurred loss is $20,000. Adding the payments to another $20,000 would overstate the estimate if that second figure already represented the total expected claim cost.
A case reserve is an accounting estimate of an obligation. The number should not be read as a settlement offer to the claimant or as a separate cash account assigned to that claim.
The insurer uses the available claim information and its reserving procedures. An initial estimate can be based on a claim handler’s assessment or a formula used for a defined type of claim.
Information relevant to the assessment may include:
Munich Re America describes evaluating coverage, liability, and the severity of injury or damage when establishing its case reserves, with later adjustments as claims develop. Its discussion illustrates the judgment involved in an individual estimate. Munich Re America’s description of case reserving.
An initial reserve is often made with incomplete information. That makes the assumptions and next review point useful parts of the claim record.
Consider a fictional property claim. The amounts below show loss payments only, excluding handling expenses and recoveries.
| Stage | Cumulative paid loss | Outstanding case reserve | Case-incurred loss |
|---|---|---|---|
| Initial assessment | $0 | $20,000 | $20,000 |
| First payment, with the total estimate unchanged | $5,000 | $15,000 | $20,000 |
| Further damage raises the total estimate | $5,000 | $23,000 | $28,000 |
| Final settlement completed | $27,000 | $0 | $27,000 |
The first $5,000 payment reduces the amount still outstanding. It does not increase the total estimate because the payment was already included in the original $20,000 assessment.
When further damage is identified, the total estimate rises to $28,000. Since $5,000 has already been paid, the outstanding reserve becomes $23,000.
The claim ultimately settles for $27,000 in total. The final additional payment is $22,000, and the remaining $1,000 of the previous estimate is released. With no further loss payments expected in this example, the loss reserve becomes zero.
This history shows why reserve movements and payments need to be read together. A falling reserve can reflect a payment, a lower estimate of the total loss, or both.
An insurer’s total unpaid claims estimate usually extends beyond the amounts assigned to individual files.
Case reserves cover the outstanding estimates recorded against known claims. Incurred but not reported, or IBNR, addresses losses that have occurred but are not yet reported. In practice, IBNR is also commonly used in a broader sense that includes expected further development on known claims.
That development component is sometimes called incurred but not enough reported, or IBNER. Munich Re America’s reserve discussion, for example, explicitly includes future development on reported claims within its IBNR estimate. Munich Re America’s treatment of IBNR.
A bulk reserve is established at an aggregate level rather than entered as an individual case estimate. In its terminology, NCCI includes bulk provisions for expected further development of case reserves within the broader use of IBNR. Reports need to state the contents of each category to make comparisons meaningful. NCCI’s definitions of IBNR and bulk reserves.
For a simple illustration, assume a portfolio has $2 million of outstanding case reserves and a separate $500,000 aggregate estimate covering unreported losses and further development. Its total unpaid loss estimate is $2.5 million, assuming those components do not overlap.
The practical lesson is to check what each reserve category includes before adding them together.
A claim can also require further spending on investigation, adjustment, or defense. Reports should identify whether a reserve figure covers loss payments, loss adjustment expenses, or both.
Claims software may maintain different reserve lines by coverage and cost type. Guidewire’s documentation, for example, describes reserves linked to claim exposures and categorized by the nature of the expected cost. Guidewire’s overview of reserve records.
Recoveries need similar clarity. An estimate before reinsurance or other recoverables is different from the net amount retained by the insurer. The Actuarial Standards Board identifies gross estimates, recoverables, and net estimates as distinct components of unpaid-claim analysis. ASOP 43 on gross and net estimates.
A useful reserve record shows the amount, the date of the estimate, the supporting rationale, and any required approval. An insurance audit trail preserves the changes so that a later reviewer can understand how the claim developed.
Review triggers can include an inspection report, a material change in the injury information, a settlement proposal, or the completion of a significant payment. The appropriate review process depends on the claim.
At portfolio level, a change in reserving practice can also affect comparisons. If a claims team begins setting higher initial estimates, reported losses may rise even before final claim costs change. Actuarial analysis needs to consider such changes in claims practice and the uncertainty in unpaid estimates. ASOP 43 on changing conditions and uncertainty.
Accurate case records give that analysis a stronger starting point. They make the current estimate understandable while preserving the information needed to explain later revisions.

An insurer owned by the businesses it covers, the forms it takes, and what separates a captive from simply retaining the risk.

The money paid out above what the claim should have cost, why it is measured by file review, and what separates it from fraud.

How insurers sort incoming claims by complexity and route them, and what separates a rules-based assessment from a predictive one.
Book a live, personalized demo with our product team - tell us your use case and see the platform work with your data. No commitment.