Paritian

Statistics

Exponential Distribution Calculator (Waiting Times)

Chance that the next event — a customer, a failure, a call — comes within a given time when events arrive at random at a known average rate.

Results

Chance it happens within that time 39.347 %
Chance of waiting longer than that 60.653 %
Rate (events per unit of time) 0.10000
Median wait 6.9315
Wait that covers 90 % of cases 23.0259
How it changes
Chance it happens within that timeWaiting time 0.0 – 40.0. Chance it happens within that time: 0 → 98.1684; Chance of waiting longer than that: 100 → 1.83156Chance it happens within that timeChance of waiting longer than that0204060801000.010.020.030.040.0Waiting time

The dashed line marks the value you entered.

What this tool does

When events happen independently at a steady average rate, the wait until the next one follows the exponential distribution. Its odd property is that it has no memory: having already waited ten minutes does not make the next minute any more likely to bring the bus. Half of all waits are shorter than 69 % of the average, but one in ten is longer than 2.3 times the average — which is why random arrivals feel so uneven. Use any unit of time, as long as both fields use the same one.

Formula

P(T ≤ t) = 1 − e^(−t ÷ μ) · λ = 1 ÷ μ · median = μ ln 2

Variables

SymbolMeaningUnit
mtAverage time between events—
xWaiting time—
PLChance it happens within that time%
PGChance of waiting longer than that%
RTRate (events per unit of time)—
MDMedian wait—
P9Wait that covers 90 % of cases—

Worked example

  • Average time between events10
  • Waiting time5
  • Chance it happens within that time39.347 %
  • Chance of waiting longer than that60.653 %
  • Rate (events per unit of time)0.10000
  • Median wait6.9315
  • Wait that covers 90 % of cases23.0259

Limitations

  • The formula assumes ideal conditions: no friction losses, no air resistance and no efficiency losses unless you enter them.
  • Mixing units is the most common source of error. Convert every input to the units shown next to each field before calculating.