What you need to know
For equally likely outcomes, P(A) = [frac number of favorable outcomes/total number of outcomes], and the complement rule says P(not A) = P(A′) = 1 − P(A). The addition rule for "A or B" is P(A ∪ B) = P(A) + P(B) − P(A ∩ B); the overlap is subtracted so it is not counted twice. If A and B cannot both happen (mutually exclusive), P(A ∩ B) = 0.
For two stages, draw a tree diagram: multiply along a path to find the probability of that sequence, and add across the paths that match the question. Events are independent when one does not change the probability of the other, and then P(A ∩ B) = P(A) × P(B). When one event does change the other (for example drawing without replacement), use conditional probability: P(B | A) means "the probability of B given that A has happened".
| Rule | Formula | When to use it |
|---|
| Complement | P(A′) = 1 − P(A) | "at least one" questions: 1 − P(none) |
| Addition | P(A ∪ B) = P(A) + P(B) − P(A ∩ B) | A or B (or both) |
| Multiplication (general) | P(A ∩ B) = P(A) × P(B | A) | A and then B — the second branch of a tree |
| Independence | P(A ∩ B) = P(A) × P(B) | only when A and B are independent (test it!) |
| Conditional | P(A | B) = P(A ∩ B)P(B) | "given that", "of those who…", "if it is known that…" |
A bag holds 3 red and 2 blue marbles. Two are drawn without replacement.
- First draw: P(R) = 35, P(B) = 25. Second draw has only 4 marbles left, and the colors depend on the first draw.
- P(both red) = 35 × 24 = 620 = [frac 3/10]
- P(one of each) = P(RB) + P(BR) = 35 × 24 + 25 × 34 = 620 + 620 = 1220 = [frac 3/5]
- P(at least one blue) = 1 − P(both red) = 1 − 310 = [frac 7/10]
- With replacement instead, every branch stays 35 or 25, so P(both red) would be 35 × 35 = 925.
In a class of 30, 18 study Chemistry, 12 study Physics and 8 study both.
- Chemistry only: 18 − 8 = 10. Physics only: 12 − 8 = 4. Neither: 30 − (10 + 8 + 4) = 8.
- P(Chemistry or Physics) = 18 + 12 − 830 = 2230 = [frac 11/15]
- P(neither) = 830 = [frac 4/15]
- P(Physics | Chemistry) = P(both)P(Chemistry) = 818 = [frac 4/9]. (Of the 18 Chemistry students, 8 also do Physics — the condition shrinks the total to 18.)
P(A) = 0.4, P(B) = 0.5 and P(A ∩ B) = 0.2. Are A and B independent?
- Test: P(A) × P(B) = 0.4 × 0.5 = 0.2
- This equals P(A ∩ B) = 0.2, so A and B are independent.
- Equivalently P(A | B) = 0.20.5 = 0.4 = P(A): knowing B happened does not change the chance of A.
Machine A makes 60% of a factory's parts and 2% of them are faulty. Machine B makes the other 40% and 5% are faulty.
- Tree: first branch is the machine (0.6 / 0.4), second branch is faulty or not (0.02 / 0.98 after A, 0.05 / 0.95 after B).
- P(faulty) = 0.6 × 0.02 + 0.4 × 0.05 = 0.012 + 0.020 = 0.032
- A faulty part is found. P(it came from A | faulty) = P(A and faulty)P(faulty) = 0.0120.032 = 0.375 (= 38)
- Even though A makes most parts, less than half of the faulty parts come from A because its fault rate is lower.
Common mistake: forgetting that without replacement changes both the numerator and the denominator on the second draw. After one red is taken from 3 red and 2 blue, there are 2 red out of 4, not 3 out of 5.
Common mistake: using the whole sample space for a conditional probability. "Given that" means you only look at the outcomes where the condition is true, so the denominator becomes P(B), not 1. And "at least one" is almost always fastest through the complement: 1 − P(none).
Check yourself
- P(A) = 0.3. Find P(A′).
- A fair die is rolled twice. Find the probability of two sixes.
- A bag holds 4 green and 6 yellow counters. Two are drawn without replacement. Find P(both green).
- P(A) = 0.5, P(B) = 0.4 and P(A ∩ B) = 0.1. Find P(A ∪ B).
- Using the values in question 4, find P(A | B).
- Using the values in question 4, are A and B independent? Explain.
Answers: 1. 0.7 2. 16 × 16 = 136 3. 410 × 39 = 1290 = 215 4. 0.5 + 0.4 − 0.1 = 0.8 5. 0.10.4 = 0.25 6. No: P(A) × P(B) = 0.2, which is not equal to P(A ∩ B) = 0.1