Your Equation

Library / Foundations: Maths / FMA-06

Foundations: Maths

Independent events: both and either

Chance that two independent events both happen, or at least one does.

Ref
FMA-06
Rev
v1
Field
Foundations: Maths
Result
P(A∩B) [%]

For independent events multiply their probabilities to find the probability that both occur. The complement rule is P(A′) = 1 − P(A).

If one event does not affect the other, the chance of both happening is the product of their separate chances.

Calculator

Solve for
%
%
590
%
590
  • At least one happens65 %
  • Neither happens35 %

What drives the result

Each variable is moved across its typical range while the others stay at the values above. The longest bar is the key driver.

Probability of both (%) current value 15 %
P(A)Probability of AKey driver
2.545
P(B)Probability of B
1.527
  • Both events together is always rarer than either alone.
  • For two independent parts working in series, system reliability is the product of the part reliabilities.
Chart data as tables

Ranked variables

VariableTypical rangeLowest resultHighest resultSwing (%)Local stepChange in result
P(A) Probability of A5 to 90 %2.54542.5+10%+1.5 pp
P(B) Probability of B5 to 90 %1.52725.5+10%+1.5 pp

Sweep of Probability of A

Probability of A (%)Probability of both (%)
52.5
15.637.813
26.2513.13
36.8818.44
47.523.75
58.1329.06
68.7534.38
79.3839.69
9045

Sweep one variable

Probability of both (%)Hover, touch, or use the arrow keys on the chart
010203040 1030507090 Probability of A (%) now 15

Variables and how each one contributes

P(A∩B)

Probability of both

Result · %

What the equation gives you. Everything else feeds it.

P(A)

Probability of A

% · typical 5 to 90

Chance that A happens. Directly proportional.

P(B)

Probability of B

% · typical 5 to 90

Chance that B happens. Directly proportional.

Worked example with the values above

  1. Convert to fractions: 0.3 and 0.5.
  2. Multiply: 0.3 × 0.5 = 0.15.
  3. As a percentage 15 %.

Assumptions and limits

  • The two events do not influence each other.
  • Probabilities are for the same trial or period.

Common mistakes

  • Adding probabilities when both must happen.
  • Multiplying for mutually exclusive events.

Statistics and uncertainty

Real events are often not independent, and the product rule then misstates the chance. Uncertainty in each probability combines as a relative error: δP/P ≈ √[(δP_A/P_A)² + (δP_B/P_B)²].

Where it is used

  • System reliability from component reliabilities.
  • Chance of multiple independent failures.

Maths you need

  • Probability scale: 0 to 1 or 0 to 100%
  • Multiplication of fractions: product of decimals

Related formulas

Practise this formula