Joint probability is the statistical likelihood of two (or more) events occurring simultaneously.
In finance, you need to know the probability of two (or more) events—affecting your company—occurring at the same time. This is the probability analysis of scenario modeling and scenario planning. “What’s the probability of both A and B happening at the same time?”
P (A⋂B)
where:
A, B = Two different events that intersect
P(A and B), P(AB) = The joint probability of A and B
For example, you roll two six-sided dice.
What’s the joint probability of rolling a 1 on the first die and a 4 on the second die?
The probability of rolling a 1 on the first is 0.167 (1/6).
The probability of rolling a 4 on the second is 0.167 (1/6).
The joint probability is 0.027 (1/36).
Now, if you start over, and roll three six-sided dice, what’s the joint probability of rolling a 5 on all three?
The probability of rolling a 5 on the first is 0.167 (1/6). The probability of rolling a 5 on the second is 0.167 (1/6). The probability of rolling a 5 on the third is 0.167 (1/6).
The joint probability is 0.005 (1/216).
Joint probability is quantified between 0 and 1. In each of these examples, your dice are rolled simultaneously, and the result of each roll isn’t conditional on your other roll(s). You’d follow the same if you’d roll four or more dice, or if you’d rolled dice that had eight sides etc. When calculating your joint probability, the number of events you can include is unlimited.
Analyze your joint probabilities with this free what-if analysis template for Excel.
What’s the joint probability of your company’s product development team reaching 85% of their hiring goal and the sales team reaching 95% of their sales target? Let’s assume those events don’t depend on each other. Effective scenario planning includes calculating how—should those two scenarios occur—would affect your business’s bottom line?
They’re similar. While joint probability calculates the probability of multiple independent events occurring simultaneously, conditional probability is the statistical likelihood of dependent events—one event occurring after another only if the previous event(s) occur.
The formula to calculate conditional probability is P(A, given B) or P(A∣B).
Do you know the statistical likelihood of both A and B happening simultaneously?
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