AP Stats AP Stats Random Variables and Expected Value 2 — Questions and Answers
Question 1: A binomial setting requires which of the following conditions?
- Observations are dependent and outcomes are continuous
- Fixed number of trials, two outcomes, constant probability, independent trials (Correct answer)
- At least 30 trials and normal distribution of outcomes
- Sampling without replacement from a large population only
Correct answer: Fixed number of trials, two outcomes, constant probability, independent trials
Binomial conditions (BINS): Binary outcomes, Independent trials, fixed Number of trials, and Same probability of success.
Question 2: For X ~ Binomial(n = 10, p = 0.3), what is P(X = 3)?
- C(10,3)(0.3)³(0.7)⁷ (Correct answer)
- C(10,3)(0.3)⁷(0.7)³
- (0.3)³(0.7)⁷
- C(10,3)(0.3)³
Correct answer: C(10,3)(0.3)³(0.7)⁷
P(X = k) = C(n,k) · pᵏ · (1−p)ⁿ⁻ᵏ, so P(X = 3) = C(10,3)(0.3)³(0.7)⁷.
Question 3: The standard deviation of a binomial random variable X ~ Binomial(n, p) is:
- np
- np(1−p)
- √[np(1−p)] (Correct answer)
- √(np)
Correct answer: √[np(1−p)]
The standard deviation of a binomial distribution = √[np(1−p)], the square root of the variance.
Question 4: Which condition is required to use a geometric distribution?
- A fixed number of trials is set in advance
- Trials continue until the first success (Correct answer)
- All outcomes have equal probability
- The variable is continuous
Correct answer: Trials continue until the first success
A geometric distribution models the number of trials until the first success, with no fixed number of trials set in advance.
Question 5: If X and Y are independent random variables, what is Var(X − Y)?
- Var(X) − Var(Y)
- Var(X) + Var(Y) (Correct answer)
- |Var(X) − Var(Y)|
- Var(X) × Var(Y)
Correct answer: Var(X) + Var(Y)
For independent variables, Var(X − Y) = Var(X) + Var(Y) because variances always add (subtracting a variable doesn't reduce spread).
Question 6: A random variable X has μ = 5 and σ = 2. If Y = 3X − 4, what is σ_Y?
- 2
- 6 (Correct answer)
- 10
- 4
Correct answer: 6
σ(aX + b) = |a| · σ(X) = |3| × 2 = 6; adding a constant does not change spread.
A binomial setting requires which of the following conditions?