Probability, random variables and probability distributions practice problems AP Statistics, Unit 2
Probability rules, conditional probability and independence, discrete random variables, the binomial distribution, and sampling distributions. Try each question before you look: use the hint if you are stuck, then reveal the worked solution one step at a time.
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Key equations for probability, random variables and probability distributions
| P(A or B) = P(A) + P(B) − P(A and B) | addition rule |
|---|---|
| P(A | B) = P(A and B) / P(B) | conditional probability |
| E(X) = Σ x P(x) | expected value |
| P(X = k) = nCk pk(1 − p)n−k | binomial probability |
| σx̄ = σ / √n | SD of the sample mean |
The formulas and tables are provided in the exam. Answers within 2.5% are marked correct (5% for probabilities), so values from a table or a calculator both count. The full sheet is in our AP Statistics formula sheet.
Warm-up questions
Quick checks on the core ideas. If these feel easy, go straight to the exam-style questions.
Hint
Use the addition rule, so the overlap is not counted twice.
Worked solution
- P(A or B) = 0.5 + 0.4 − 0.2.
- = 0.7.
Hint
Multiply each value by its probability and add.
Worked solution
- E(X) = 0(0.2) + 1(0.5) + 2(0.3).
- E(X) = 1.1.
Hint
Independence means knowing B happened does not change the chance of A.
Worked solution
- If P(A | B) = P(A), learning that B happened tells you nothing about A.
- That is independence: B. Option D describes mutually exclusive events.
Exam-style questions
Questions at the level of the AP Statistics exam. The ones marked Challenge combine more than one idea.
Hint
This is a conditional probability: given that they play a sport.
Worked solution
- P(instrument | sport) = P(both)/P(sport).
- = 0.12/0.30 = 0.4.
Hint
Binomial with n = 10 and p = 0.3.
Worked solution
- P(X = 3) = 10C3(0.3)3(0.7)7 = 120 × 0.027 × 0.0824.
- P(X = 3) = 0.267.
Hint
Use the complement: 1 − P(none faulty).
Worked solution
- P(none faulty) = 0.85 = 0.328.
- P(at least one) = 1 − 0.328 = 0.672.
Hint
σ = √(np(1 − p)).
Worked solution
- σ = √(100 × 0.4 × 0.6) = √24.
- σ = 4.90.
Hint
Find the standard deviation of the sample mean first. With n = 36 the central limit theorem lets you use a normal model.
Worked solution
- σx̄ = 12/√36 = 2.
- z = (53 − 50)/2 = 1.5.
- P(x̄ > 53) = P(Z > 1.5) = 0.0668.
Free-response practice
One original question in the style of the exam's free-response section. Answer it in full, with working, before you open the scoring guide.
Probability and random variables style · 10 points · about 22 minutes
At a school fair, a game costs $2 to play. A player spins a fair spinner with 10 equal sections: 1 section wins $10, 3 sections win $2, and the rest win nothing. Let W be the player's net gain from one game.
- (a) Write down the probability distribution of W.
- (b) Find E(W) and interpret it in context.
- (c) A player plays 8 games. Find the probability that they win the $10 prize at least once.
- (d) Is the number of games until the first $10 win a binomial random variable? Explain.
Write your full answer on paper first, then open the scoring guide and tick each point you earned.
Scoring guide and model answer
Part (a)
W = 8 with probability 0.1; W = 0 with probability 0.3; W = −2 with probability 0.6.
Part (b)
E(W) = 8(0.1) + 0(0.3) − 2(0.6) = −0.4. Over many games, a player loses an average of 40 cents a game.
Part (c)
Binomial, n = 8, p = 0.1. P(at least one) = 1 − 0.98 = 0.570.
Part (d)
No. A binomial variable has a fixed number of trials; here the number of trials is not fixed.
Your mark: 0 of 10
Common mistakes in probability, random variables and probability distributions
- Adding probabilities of events that overlap without subtracting P(A and B).
- Confusing P(A | B) with P(B | A).
- Using binomial when the trials are not independent or the number of trials is not fixed.
- Using σ instead of σ/√n for the variability of a sample mean.
Keep going
Revise the ideas behind these questions:
Then try real exam questions: AP Statistics past papers, with official scoring guidelines. · All AP Statistics units