Paritian

Statistics

Triangular Distribution Calculator (Best, Most Likely, Worst Case)

Mean, standard deviation, median, the chance of staying under a value and any percentile of a triangular distribution defined by a minimum, a most likely value and a maximum.

Results

Mean (expected value) 18.333
Standard deviation 4.249
Median (50 % chance either side) 17.753
Chance of being at or below the value 66.67 %
Chance of exceeding the value 33.33 %
Value at that percentile 22.254
How it changes
Chance of being at or below the valueValue to check 10 – 30. Chance of being at or below the value: 0 → 100Chance of being at or below the value0204060801001015202530Value to check

The dashed line marks the value you entered.

What this tool does

When all you know is a best case, a most likely case and a worst case — a task duration, a cost, a demand — the triangular distribution is the simplest honest model. Its mean is just (a + b + c) ÷ 3, and when the worst case is far from the most likely value the mean and median both sit above it, which is why expecting the 'most likely' figure is usually optimistic. The calculator also gives the value you can stay under with a chosen confidence, e.g. the 80th percentile used to set a safe deadline or budget. It is cruder than a three-point PERT estimate, which weights the most likely value more heavily.

Formula

mean = (a + b + c) ÷ 3 · variance = (a² + b² + c² − ab − ac − bc) ÷ 18 · F(x) = (x − a)² ÷ ((b − a)(c − a)) up to the mode c, then 1 − (b − x)² ÷ ((b − a)(b − c))

Variables

SymbolMeaningUnit
mnMinimum (best case)—
moMost likely value—
mxMaximum (worst case)—
xValue to check—
qqPercentile you want (%)%
MEMean (expected value)—
SDStandard deviation—
MDMedian (50 % chance either side)—
FBChance of being at or below the value%
FAChance of exceeding the value%
PQValue at that percentile—

Worked example

  • Minimum (best case)10
  • Most likely value15
  • Maximum (worst case)30
  • Value to check20
  • Percentile you want (%)80 %
  • Mean (expected value)18.333
  • Standard deviation4.249
  • Median (50 % chance either side)17.753
  • Chance of being at or below the value66.67 %
  • Chance of exceeding the value33.33 %
  • Value at that percentile22.254

Limitations

  • The calculation runs at full precision and only the display is rounded. If you copy an intermediate value and retype it, small differences can appear.
  • The result is an estimate based only on the values you type. Real situations often include factors this calculator does not know about.