Free Probability Distributions MCQs with Answers

132 Probability Distributions MCQs from Statistics, each with the correct answer and a written explanation of why it is correct. Free and unlimited, with no account needed.

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132 questions · page 7 of 14

61. The mean and the variance are equal in________________?

Moderate
  • A. All probability distribution
  • B. The hypergeometric distribution
  • C. The binomial distribution
  • D. The Poisson distribution

Explanation: For a Poisson distribution with parameter λ, both the mean and variance equal λ. The binomial variance is npq, which generally differs from its mean np.

Correct answer: The Poisson distribution

62. When 'n' becomes very large, binomial distribution tends to ______________?

Moderate
  • A. Poisson dist
  • B. Standard dist
  • C. Normal dist
  • D. Hyper-geometric distribution

Explanation: With sufficiently large n and a suitable p, the binomial distribution is approximated by the normal distribution through the central limit theorem. A Poisson approximation requires the additional condition that p is small while np remains fixed.

Correct answer: Normal dist

63. For a binomial distribution with n = 15 as p changes from. 50 toward. 05 the distribution will__________?

Moderate
  • A. Become more positively skewed
  • B. Become more negatively skewed
  • C. Become symmetrical
  • D. All of the above.

Explanation: The binomial skewness is determined by q − p: at p = 0.50 it is symmetric, but as p falls below 0.50, q becomes larger and the distribution develops positive skewness. Therefore, it becomes more positively skewed.

Correct answer: Become more positively skewed

64. In a binomial distribution, n = 10 p= 3/5, its mean is:_________________?

Moderate
  • A. 6
  • B. 1
  • C. 2/5
  • D. None of these

Explanation: The mean of a binomial distribution is np. Thus, np = 10 × 3/5 = 6.

Correct answer: 6

65. Which of the following case is true for hyper geometric distribution________________?

Moderate
  • A. Probability remains constant for all the trials.
  • B. Probability changes from trial to trial
  • C. Successive trial are dependent
  • D. Both (b) & (c) but not (a)

Explanation: In a hypergeometric distribution, sampling is without replacement, so the success probability changes after each draw and successive trials are dependent. Hence both (b) and (c) are true.

Correct answer: Both (b) & (c) but not (a)

66. The binomial distribution is symmetrical when:______________?

Moderate
  • A. P > q
  • B. P = 1/2
  • C. Probability of success & probability of failure are equal
  • D. Both (b) & (c) but not (a)

Explanation: A binomial distribution is symmetric when the success and failure probabilities are equal, so p = q = 1/2. Statements (b) and (c) express the same condition, making (d) correct.

Correct answer: Both (b) & (c) but not (a)

67. What is the mean of binomial distribution ____________?

Moderate
  • A. X
  • B. n x p
  • C. n(1 - 1)
  • D. ∑fx/∑f

Explanation: For a binomial distribution with n trials and success probability p, the expected number of successes is np. The other expressions are either the variable or a general mean formula, not the specific binomial result.

Correct answer: n x p

68. Binomial probability distribution is denoted by b(x ; n, p), is defined as _______________?

Moderate
  • A. {nx}px qn-x
  • B. {nx}px(1 - P)x-n
  • C. nCxpnqnx
  • D. {nx}p(1 - P)x

Explanation: The binomial probability for exactly x successes is C(n,x)p^xq^(n−x), where q = 1 − p. Option (a) represents this formula; the other expressions have incorrect or incomplete powers.

Correct answer: {nx}px qn-x

69. There are ____________ parameter in Binomial distribution?

Moderate
  • A. n, q
  • B. n, p, q
  • C. q, p
  • D. n, p

Explanation: A binomial distribution has two independent parameters: n, the fixed number of trials, and p, the probability of success. q is not an additional parameter because q = 1 − p.

Correct answer: n, p

70. The experiment is repeated a _____________ number of times?

Moderate
  • A. Times
  • B. Fixed
  • C. Expansion
  • D. Trial

Explanation: A defining condition of the binomial experiment is that it is repeated a fixed number n of times. “Trial” names each repetition, not the number of repetitions.

Correct answer: Fixed