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When can we add probabilities directly, and what is the general addition rule?

Topic 4.4 Mutually Exclusive Events: identify mutually exclusive (disjoint) events and apply the addition rule, including the general addition rule that subtracts the overlap, to find the probability of a union.

A focused answer to AP Statistics Topic 4.4, defining mutually exclusive (disjoint) events, the addition rule for disjoint events, and the general addition rule that subtracts the intersection, with worked union calculations.

Generated by Claude Opus 4.89 min answer

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  1. What this topic is asking
  2. Mutually exclusive events
  3. The two addition rules
  4. Why you subtract the overlap
  5. Mutually exclusive is not independent
  6. Try this

What this topic is asking

The College Board (Topic 4.4) wants you to identify mutually exclusive (disjoint) events and apply the addition rule, including the general addition rule that subtracts the overlap, to find the probability of a union (an "or" event).

Mutually exclusive events

The test is purely logical: could both events happen on one trial? If not, they are disjoint. "Rolling a 22" and "rolling a 55" on one die are disjoint; "rolling an even number" and "rolling a number greater than 33" are not, because a 44 or 66 satisfies both. Identifying overlap correctly is the whole battle, because it decides which version of the addition rule applies.

The two addition rules

This is why you only ever need to remember the general rule: it always works, and it collapses to plain addition when there is no overlap. The classic mistake is to add P(A)P(A) and P(B)P(B) for events that can overlap, inflating the answer by double-counting the shared region.

Why you subtract the overlap

A Venn-diagram picture makes the general rule obvious. Imagine two overlapping circles for AA and BB. The region "AA or BB" is everything inside either circle. If you add the area of circle AA to the area of circle BB, the lens-shaped overlap (where both happen) is inside both circles, so you have added it twice. Subtracting P(A and B)P(A \text{ and } B) once removes the duplicate, leaving each region counted exactly once. So the subtraction is not a quirk to memorize but a direct consequence of not wanting to count the shared outcomes twice. This also explains the disjoint case visually: if the circles do not overlap, there is nothing to subtract, and you simply add. Carrying this picture into harder problems, three events, or "or" combined with conditions, keeps you from either omitting a needed subtraction or subtracting when there is no overlap.

Mutually exclusive is not independent

The exam relentlessly tests one confusion: mutually exclusive and independent are different, often opposite, ideas. Mutually exclusive means the events cannot co-occur (P(A and B)=0P(A \text{ and } B) = 0). Independent (Topic 4.6) means one event's occurrence does not change the other's probability. In fact, two events with positive probabilities that are mutually exclusive are necessarily dependent: if AA happens, then BB cannot, so knowing AA occurred drives BB's probability to 00, a clear influence. So you cannot be both disjoint and independent (for events with non-zero probability). Keeping the questions separate, "can they happen together?" for mutually exclusive versus "does one affect the other?" for independent, prevents the most common Unit 4 error, and it sets up Topic 4.6, where the addition rule for unions is combined with the multiplication idea.

Try this

Q1. P(A)=0.5P(A) = 0.5, P(B)=0.4P(B) = 0.4, P(A and B)=0.1P(A \text{ and } B) = 0.1. Find P(A or B)P(A \text{ or } B). [2 points]

  • Cue. General addition rule: 0.5+0.40.1=0.80.5 + 0.4 - 0.1 = 0.8.

Q2. Explain why two mutually exclusive events (with non-zero probabilities) cannot be independent. [1 point]

  • Cue. If AA occurs, BB cannot, so knowing AA happened changes P(B)P(B) to 00; that influence means they are dependent, not independent.

Exam-style practice questions

Practice questions written in the style of College Board exam questions on this dot point, with worked answer explainers. The year tag is the paper they imitate, not the source.

AP 2018 (style)1 marksSection I (multiple choice). For a single card drawn from a standard deck, let AA be 'the card is a king' and BB be 'the card is a queen'. What is P(A or B)P(A \text{ or } B)? (A) 452\frac{4}{52} (B) 852\frac{8}{52} (C) 1652\frac{16}{52} (D) 252\frac{2}{52}
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The correct answer is (B).

A card cannot be both a king and a queen, so AA and BB are mutually exclusive. The addition rule for disjoint events gives P(A or B)=P(A)+P(B)=452+452=852P(A \text{ or } B) = P(A) + P(B) = \frac{4}{52} + \frac{4}{52} = \frac{8}{52}.

(A) is only the kings. (C) double counts. (D) is too small. Because the events cannot overlap, you add the probabilities with no subtraction.

AP 2021 (style)4 marksSection II (free response). In a class, P(plays sport)=0.6P(\text{plays sport}) = 0.6, P(plays music)=0.3P(\text{plays music}) = 0.3, and P(plays both)=0.2P(\text{plays both}) = 0.2. (a) Find the probability a student plays sport or music. (b) Explain why you cannot simply add 0.60.6 and 0.30.3. (c) Are 'plays sport' and 'plays music' mutually exclusive? Justify in context.
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A 4-point question on the general addition rule.

(a) (2 points) P(sport or music)=P(sport)+P(music)P(both)=0.6+0.30.2=0.7P(\text{sport or music}) = P(\text{sport}) + P(\text{music}) - P(\text{both}) = 0.6 + 0.3 - 0.2 = 0.7 (1 point for the rule, 1 point for the value).
(b) (1 point) Adding 0.6+0.3=0.90.6 + 0.3 = 0.9 double counts the 0.20.2 who play both; the general addition rule subtracts the overlap once to correct this.
(c) (1 point) No; since P(both)=0.20P(\text{both}) = 0.2 \neq 0, some students play both, so the events can occur together and are not mutually exclusive.

Markers reward the general addition rule with the overlap subtracted, the double-counting explanation, and recognizing that a non-zero intersection means the events are not disjoint.

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