Which quantity is most naturally modeled as a continuous random variable?
6 Common Probability Models Online Quiz Questions
Use this free practice quiz with 20 questions to review 6 Common Probability Models, test your knowledge, and prepare for your next test or exam.
True or false: If X is a continuous random variable, then P(X=a)=0 for every single value a.
- A
True
- B
False
A support center makes independent calls, each with the same probability of resolving a customer's issue. Which distribution models the number of calls required until the first resolution?
Complete the two binomial-model conditions: There must be a of trials, and the trials must be .
A box contains 12 light bulbs, 3 of which are defective. Four bulbs are selected without replacement, and the number of defective bulbs is recorded. Which probability model is most appropriate?
- A
A fixed number of independent trials with the same success probability
- B
The waiting time until the first success
- C
Sampling a finite population without replacement and counting successes
- D
The number of events in a time interval with a stable average rate
Which two conditions are required for a standard binomial model? Select all correct choices.
- A
There are exactly n trials.
- B
The waiting process must continue until the first success.
- C
The trials are independent, or sufficiently close to independent.
- D
The event rate must be constant over a time interval.
True or false: If X∼Poisson(λ), then E(X)=Var(X)=λ.
- A
True
- B
False
Adult heights are modeled by X∼N(68,32), where height is measured in inches. What is the z-score for a height of 74 inches?
The exponential distribution models a waiting time until the next event in a Poisson process and has the .
A bus arrives at a random time during a 12-minute interval, with all arrival times equally likely. What is the probability that the waiting time is no more than 3 minutes?
- A
0.10
- B
0.25
- C
0.50
- D
0.75
Which two scenarios are naturally modeled by a geometric or negative binomial distribution? Select all correct choices.
- A
The number of trials needed to obtain the first success
- B
The number of successes in 20 independent trials
- C
The number of trials needed to obtain the fifth success
- D
The number of successes in a sample drawn without replacement
A quality inspector selects several items from a finite shipment without replacement and counts the defective items. Explain why the hypergeometric distribution is appropriate, how its assumptions differ from those of the binomial distribution, and when a binomial approximation might be reasonable.
Which statement best describes the central limit theorem for a sample mean based on independent observations with mean μ and standard deviation σ?
- A
It becomes exactly uniform regardless of the population.
- B
Its standard deviation becomes σn.
- C
It becomes approximately normal under suitable conditions, with standard deviation nσ.
- D
It must have the same distributional shape as the original population.
Which statement about a continuous random variable is correct?
- A
A continuous random variable must have a probability greater than zero at every exact value.
- B
For a continuous random variable, the probability of any single exact value is zero.
- C
A continuous random variable can take only a finite number of values.
- D
A continuous random variable must have equal probability on every interval of the same length.
True or false: Selecting 10 items without replacement from a small shipment and counting the defective items is automatically a binomial experiment.
- A
True
- B
False
A website observes whether each of 200 independently selected visitors makes a purchase, with the same purchase probability for every visitor. Which probability model describes the number of purchases?
- A
Binomial
- B
Geometric
- C
Poisson
- D
Exponential
A box contains 30 components, 6 of which are defective. Four components are selected without replacement, and the number of defectives is recorded. Which model is most appropriate?
- A
Binomial
- B
Poisson
- C
Hypergeometric
- D
Uniform
For a Poisson random variable with rate parameter λ, which statement about its mean and variance is correct?
- A
Its mean is λ and its variance is λ2.
- B
Its mean and variance are both λ.
- C
Its mean is λ1 and its variance is λ21.
- D
Its mean is zero and its variance is λ.
Adult heights are modeled by X∼N(68,32) inches. What is the z-score for a height of 74 inches?
A count of successes is modeled by X∼Binomial(12,0.25). What is the expected number of successes?