Measure producers on profit contribution
When it may fit: Premium alone drives pay.
Evidence needed: Producer-level loss and expense data.
Trade-off: Data takes time to mature.
Insurance Intelligence Brief
How to Compare Producer Performance and Book Economics
Premium written is how producers are usually measured. Whether the premium makes money depends on the loss ratio, the cost of acquiring it and how long it stays.
1. The business problem
Who are our best producers: the ones who write the most, or the ones whose business earns the most?
Producers are typically ranked on premium or new business written, which rewards volume. Two producers with the same premium can bring very different results if one writes better risks, or if one’s clients stay and the other’s leave.
A fair comparison looks at the economics of each producer’s book, not only its size.
2. What the evidence can reveal
Book economics for each producer include:
- Calculated Premium written and growth.
- Calculated Loss ratio on the producer’s book, and its trend.
- Calculated Commission and acquisition cost, and the expense ratio they imply.
- Calculated Retention: how much of the book renews.
- Information gap Mix of products, size of accounts and quality of submissions, which explain differences in loss experience.
The key output is underwriting or profit contribution per dollar of premium, not premium alone.
3. Investigate the problem
Illustrative A simple illustration shows why premium is not enough. Using the synthetic insurer’s expense ratio of 29.1% for both, $10 million of Personal Auto premium at the line’s current loss ratio of 74.3% would produce an underwriting result of about a $340,000 loss. $10 million of Specialty & Umbrella premium at 61.5% would produce a profit of about $940,000. Same premium, a swing of more than a million dollars.
Calculated The same pattern exists inside the portfolio. Personal Auto grew premium 9.0% but its contribution fell 18.7%. Specialty & Umbrella grew premium 30.0% and its contribution rose 19.0%. A producer who sold mostly the first would look strong on premium and weak on profit.
Hypothesis The best producers by volume and by profit are probably not the same people. Information gap Producer-level data are not in the demo, and the expense ratio is assumed equal for the two lines. An agency or carrier should compute loss ratio, retention and contribution by producer, then compare it with a ranking by premium, and use the difference to adjust incentives.
4. Explore the interactive experience
Investigate it yourself.
Insurance Portfolio Explorer: a portfolio dashboard with loss, expense and combined ratios, a scenario simulator for rate, volume, frequency and severity, evidence-linked answers from APIS, and a sample brief, all on synthetic data.
The experience below is built on a synthetic insurer, “Demo Mutual Insurance.” It uses no policyholder, producer or agency data of any kind, so it is used to show the portfolio economics that agency and brokerage decisions connect to. Every figure is illustrative.
- In the product table, compare Earned premium with Premium less claims for Personal Auto and Specialty & Umbrella.
- Select each line and see how its loss ratio moved.
- Ask APIS which products warrant a closer review.
5. Evaluate possible solutions
Better producer measurement leads to better incentives.
6. What leadership should do next
Questions to answer
- How do producers rank on premium and on profit?
- What is each producer’s loss ratio and retention?
- Where do they differ?
- Do incentives reward the right behavior?
Data to gather
- Premium, loss, expense and retention by producer
- Commission schedules
- Account sizes and product mix
- Submission quality
Steps to take
- Build the producer scorecard.
- Compare it with the premium ranking.
- Review incentives.
- Update quarterly.
7. Engage Two Pillars
Investigate Performance Across Your Insurance Business
Two Pillars can help carriers, agencies and brokerages investigate portfolio, claims operations, agency economics and process improvement using your own data. This demo uses no policyholder data. A good first step is a producer economics scorecard that adds loss ratio and retention to premium.
Sources and data notes
- The organization, its figures, and every number in this article and its interactive experience are synthetic and illustrative. They are not real data, a benchmark, or a forecast.
- Reviewed October 2026. This article describes an approach to investigation. It does not replace review by qualified professionals.