Poisson Distribution Calculator
Calculate the probability of exactly k events in a fixed interval given an average rate λ.
How it works
- 1Enter the average event rate λ — the expected number of events per interval (e.g. 3 customer arrivals per hour).
- 2Enter k, the exact number of events whose probability you want. The formula P(X = k) = (λᵏ · e⁻λ) / k! is applied instantly.
- 3The bar chart plots P(X = k) for every k from 0 up to ⌈λ⌉ + 10, so you can see the full shape of the distribution.
Use cases
- Queuing theory: estimate the chance exactly 5 customers arrive in a minute when the average rate is 3 per minute.
- Reliability engineering: model the number of system failures per day and find the probability of zero failures.
- Network analysis: predict packet-arrival bursts when the mean arrival rate per millisecond is known.
Frequently asked questions
What does λ represent?
λ (lambda) is both the mean and the variance of the distribution — the average number of events expected in the chosen interval. Changing the interval length scales λ proportionally.
Does k have to be an integer?
Yes. The Poisson distribution is discrete; k must be a non-negative integer (0, 1, 2, …). The calculator truncates any decimal you enter.
Why is the mean equal to the variance?
It is a property of the Poisson process: when events occur independently at a constant average rate, both the expected value and the variance equal λ, so a single parameter characterises the distribution.
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