How to use this calculator
- Enter your assumed annual probability of a loss event.
- Choose a whole-number planning horizon.
- Calculate the chance of at least one event and no event.
- Repeat with alternative assumptions if exposure changes over time.
Convert an assumed annual professional liability loss probability into the probability of at least one event over a multi-year horizon. The calculator also shows the probability of no event and the simple expected event count. This is useful for stress-testing insurance decisions over a contract, planning, or product lifecycle. The model assumes the same independent probability each year, so it is a transparent scenario tool rather than an actuarial forecast or underwriting assessment.
Probability of at least one loss = 1 − (1 − annual probability)years
Expected event count = annual probability × years
The main result is the chance of one or more modeled loss events during the full horizon. Expected event count is a separate average and is not itself a probability.
The calculation assumes constant, independent annual event chances. Correlated events, changing operations, multiple events per year, loss severity, reporting lags, and coverage are not modeled.
With a 4% annual probability over 5 years:
At least one loss = 1 − (1 − 0.04)5 = 18.46%
No loss = 81.54%
Expected event count = 0.04 × 5 = 0.20
It estimates the chance of at least one loss over the selected horizon under a constant independent annual probability assumption.
Because repeated annual chances compound and the same horizon cannot exceed a 100% probability.
This calculator focuses on at least one event. It does not estimate claim frequency or multiple events within a year.
Calculate separate periods or use a more detailed model; the current formula assumes the annual probability stays constant.
No. It is a scenario-planning estimate based entirely on your input, not an actuarial or underwriting assessment.
| Output | Interpretation |
|---|---|
| Annual probability | Chance assumed for each independent year |
| At least one loss | Cumulative chance across the horizon |
| No loss | Complement of cumulative probability |
| Expected count | Long-run average events under the assumption |