The addition rule for probability with union and intersection

Sometimes a probability question gives us two ways for an outcome to count. We’ll use the addition rule to include outcomes that satisfy either condition and count the ones that satisfy both just once.

Use the addition rule for “A or B”

An event is a set of outcomes. The union A∪B contains every outcome in A, in B, or in both. The intersection A∩B contains the outcomes that are in both events.

P(A∪B)=P(A)+P(B)-P(A∩B)

When we add P(A) and P(B), the intersection is included once in each probability. Subtracting P(A∩B) leaves one copy of the overlap.

Example with two dice

Roll two fair six-sided dice independently. The 36 ordered pairs are equally likely. Let A mean at least one die shows 1, and let B mean the sum is even.

For A, there are 6 rolls with a 1 on the first die and 5 more with a 1 on the second die. For B, both dice must be odd or both must be even, so there are 9+9=18 rolls. The overlap is (1,1), (1,3), (1,5), (3,1), and (5,1).

Venn diagram showing the results of 36 ordered dice rollsSix rolls show at least one one but have an odd sum. Five rolls satisfy both conditions. Thirteen rolls have an even sum without a one. Twelve satisfy neither condition.At least one 1Even sum651312 neither
Count each region of the union once: 6 + 5 + 13 = 24 outcomes.
P(A∪B)=11+18-536=2436=23

When the events are mutually exclusive

Mutually exclusive events have no outcome in common, so P(A∩B)=0 and the union probability is P(A)+P(B). For instance, if a sample space has 17 equally likely outcomes, with 10 in A and the other 7 in B, the union contains all 17. Its probability is 1017+717=1.

Example with a two-way table

Choose one person at random from the 100 survey participants. The table shows each person’s favorite sport and how they were counted in the survey.

Favorite sport of 100 participants
SportMaleFemaleTotal
Football221638
Basketball13821
Other251641
Total6040100

The column total gives P(male)=60100=35. The football row total gives P(football)=38100=1950.

For “female or other,” take the female column total of 40 and the Other row total of 41. The cell where the two meet contains 16 people, so we subtract that count once.

40+41-16100=65100=1320