Estimate client servicing contribution from agency time records

Two clients with the same agency income can require very different servicing effort. A contribution estimate can help the agency understand that difference, but incomplete time capture can make the easiest-to-log account look the most expensive. The first task is to define what effort and cost the view includes.

Define the data before the metric

One row represents: one recorded service activity or time entry, allocated to a client and a reporting period.

Useful fields: Client ID, activity ID, activity category, recorded minutes, staff role, approved cost rate, allocation status, period, agency commission and fee income.

Use actual recorded time where reliable and separate estimated effort. Apply approved role-specific or blended loaded rates consistently. Keep unallocated team time visible rather than distributing it arbitrarily. Match the income and servicing period, and distinguish direct servicing contribution from any fully allocated profit estimate.

Worked example

The following records and amounts are invented to show the method. They are not customer results, industry benchmarks or a forecast of Covirage performance.

Estimated contribution before other costs is $4,500 for A and $1,500 for B. The $750 unallocated effort is still a team cost and should remain visible. The example does not establish that B is unprofitable, because acquisition effort, overhead and incomplete time capture may change the picture.

Use the result in a review

1. Inspect service categories and exceptional events before changing a client arrangement based on one period's contribution.
2. Discuss whether process improvements or more suitable service arrangements could reduce avoidable effort.
3. Compare similar clients over several periods so a major one-off claim or policy change does not dominate the conclusion.

Checks before publishing

• Reconcile total allocated and unallocated minutes to the time source.
• Document whether the hourly rate includes salary, benefits and overhead, and use it consistently.
• Avoid joining a single time entry to multiple policies and deducting its full cost repeatedly.

Where this analysis can mislead

Missing time and chosen allocation rules can materially affect results. Do not label an estimate full profitability or use it as automatic evidence that a client should be repriced or exited. Finance and account staff should review the context.

Explore this question with your own data

Bring a small, authorized sample to Covirage for insurance agencies and brokers. Use the sample to discuss the fields and views your business needs. A dashboard or AI analyst can help explore this question when the required data and definitions are available; missing records still need to be resolved.

Upload sample data to check its structure. Keep unnecessary personal, claims and policyholder details out of an initial sample. The sample check does not establish that every analysis in this guide is available automatically.

Related guides

• Plan renewal workload using effort bands instead of policy counts
• Report producer books as of a date using ownership history
• Commercial insurance broker KPIs

Reference context

These references provide terminology or governance background. The worked example and proposed review method above are original illustrations, not prescribed industry standards.

• Agency benchmarking context
• Insurance data context