What are the mean and variance of a binomial distribution?

Enhance your understanding of Descriptive Statistics and Probability. Study with interactive questions and detailed explanations. Prepare effectively for your test!

Multiple Choice

What are the mean and variance of a binomial distribution?

Explanation:
In a binomial distribution with n trials and probability p of success on each trial, the mean is np and the variance is np(1-p). This comes from viewing the binomial as the sum of n independent Bernoulli(p) variables. Each Bernoulli has mean p and variance p(1-p); adding the n independent trials gives E[X] = np and Var(X) = n p (1-p). The mean must scale with n, and the variance incorporates both n and p through the term p(1-p); options that use p alone or drop n miss these relationships.

In a binomial distribution with n trials and probability p of success on each trial, the mean is np and the variance is np(1-p). This comes from viewing the binomial as the sum of n independent Bernoulli(p) variables. Each Bernoulli has mean p and variance p(1-p); adding the n independent trials gives E[X] = np and Var(X) = n p (1-p). The mean must scale with n, and the variance incorporates both n and p through the term p(1-p); options that use p alone or drop n miss these relationships.

Subscribe

Get the latest from Examzify

You can unsubscribe at any time. Read our privacy policy