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Insurance claims analytics compares paid amounts, settlement times and open backlog from business exports. Work through a reconciled example with clear cohorts, weighted averages and practical checks.
Insurance claims analytics measures recorded payments, closure times and open backlog from claims operations summaries. Reconcile the movement in open claims first, then compare costs and elapsed time using clearly defined cohorts. The result helps operations and finance teams identify which business lines need a closer review.
A monthly claims workbook usually contains several populations. New reports arrived during the month. Closed claims reached a defined closing status during the month. Open claims remained in that status at the reporting cutoff. Their counts can sit beside each other, but their averages need different denominators.
For this article, settlement time means elapsed calendar days from the original reported date to the current closure date. A reopening does not reset the original reported date. That definition includes waiting time and any intervening closed period; it does not measure hours spent handling the claim.
The paid measure is cumulative paid amount associated with claims closed during the reporting month. It includes zero-payment closures in the count. It is neither cash paid only during that month nor an estimate of future payments. Comparing this measure with cash disbursements would require a separate reconciliation.
Keep the operational question separate from insurance customer analytics, which examines customer relationships and outcomes. Claim status movements have their own reporting grain.
An illustrative US insurance operations team reviews September 2026. All amounts below are USD, and the lines are mutually exclusive. The beginning balance is the August 31 open count; the ending balance is the September 30 open count.
Use these fields in columns A:G on a worksheet named Backlog:
| Business line | Beginning open | New reports | Reopenings | Closure transitions | Ending open | Ending open over 30 days |
|---|---|---|---|---|---|---|
| Auto | 120 | 90 | 5 | 100 | 115 | 45 |
| Property | 80 | 60 | 3 | 50 | 93 | 50 |
| Total | 200 | 150 | 8 | 150 | 208 | 95 |
The balance identity is:
Ending open = Beginning open + New reports + Reopenings - Closure transitions
Auto reconciles as 120 + 90 + 5 - 100 = 115. Property reconciles as 80 + 60 + 3 - 50 = 93. The total check is 200 + 150 + 8 - 150 = 208.
With data in rows 2:3, enter this check in H2 and fill down. Each result must be zero:
=F2-(B2+C2+D2-E2)
Tie column F to the independent month-end open-claims summary. A balanced equation cannot detect a new report and a closure both omitted from the same extract.
Open aging uses the September 30 cutoff and the original reported date. The over-30-day group is a subset of ending open claims, so its total share is:
=SUM(G2:G3)/SUM(F2:F3)
That is 95 / 208 = 45.67%. Auto's share is 45 / 115 = 39.13%; property's is 50 / 93 = 53.76%. Display percentages to two decimal places and retain unrounded values underneath.
For this example, no claim closes more than once in September. The closure transitions above therefore equal the distinct closed claims below. If a claim closes, reopens and closes again within the month, transition counts and distinct-claim counts can differ; preserve that distinction in the source summaries.
On a separate worksheet named Closed, use columns A:D for these supplied aggregates. Total elapsed days is the sum of the defined durations for the claims in that row.
| Business line | Closed claims | Paid amount on closed cohort (USD) | Total elapsed days | Mean paid amount (USD) | Mean elapsed days |
|---|---|---|---|---|---|
| Auto | 100 | 600,000 | 2,500 | 6,000 | 25.0 |
| Property | 50 | 750,000 | 2,000 | 15,000 | 40.0 |
| Total | 150 | 1,350,000 | 4,500 | 9,000 | 30.0 |
In E2 and F2, calculate the two row means and fill down:
=IF(B2=0,"",C2/B2)
=IF(B2=0,"",D2/B2)
For all closed claims, $1,350,000 / 150 = $9,000 mean paid amount, and 4,500 / 150 = 30.0 days mean elapsed time. Round days to one decimal place in the display.
To retrieve the mean paid amount for a business-line label in H2, use:
=SUMIFS(C2:C3,A2:A3,H2)/SUMIFS(B2:B3,A2:A3,H2)
Microsoft's SUMIFS documentation explains summing values that meet specified criteria. Use the same line and period criteria for the payment numerator and claim-count denominator.
The total mean elapsed time must also equal the claim-count-weighted average of the line means. With the closed-cohort table above, the check is:
=SUMPRODUCT(B2:B3,F2:F3)/SUM(B2:B3)
It returns 30.0 days. Microsoft documents SUMPRODUCT as summing products of corresponding ranges. Weighting the means by closed claims reproduces the original total elapsed days.
The unweighted average of 25.0 and 40.0 is 32.5 days. It gives the smaller property cohort the same influence as auto and therefore does not describe the combined closed claims.
Covirage is not affiliated with Microsoft.
The claims operations lead owns status definitions, reopenings, date quality and the explanation of backlog movements. Finance owns the payment basis, included cost categories and currency reconciliation. A reporting owner should preserve the same definitions in the next monthly export.
Property has both longer closed-cohort elapsed time and a larger aged-open share in this example. That supports reviewing its pending-work categories and closure process. It does not prove that the open claims will follow the same duration as claims already closed.
Insurance marketing analytics addresses acquisition performance using different files. The insurance broker analytics overview places these operational summaries alongside wider business reporting.
Bring an aggregate claims workbook with open-count movements, closed-cohort payments, elapsed-day totals and the reporting definitions. Covirage maps the columns; its tools compute and check the figures, and the external AI model explains the comparison with every figure traced to its rows. Create a free Covirage account, which takes about a minute, then set up your business and bring a sample of your own data.
See Covirage for insurance brokers for the supporting industry overview.
Useful measures include beginning and ending open claims, new reports, reopenings, closures, open-claim aging and elapsed time for claims closed in the period. For paid amounts, state whether the measure describes cash paid during the month or payments associated with a defined claim cohort.
For a defined closed-claim cohort, add each claim's elapsed calendar days between the agreed start and closure dates, then divide by the number of claims. Keep the same date definitions across lines. The result measures elapsed time, not hours of staff work.
Not by itself. Different claim types, coverage, closed-claim mix and payment definitions can change the average. Compare consistent cohorts and inspect their counts and totals before drawing conclusions about operating performance. Paid amounts alone do not explain why a claim was closed.