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 5 of 14

41. As the normal distribution is symmetrical, its mean, median and mode are:____________?

Moderate
  • A. Coincide
  • B. Not equal
  • C. Different
  • D. None of These

Explanation: Symmetry of the normal curve places its balancing point, middle point, and highest point at the same location. Hence the mean, median, and mode coincide.

Correct answer: Coincide

42. In a standard normal distribution z = 0 corresponds to _____________?

Moderate
  • A. Mean
  • B. S.D.
  • C. M.D.
  • D. Q.D.

Explanation: A z-score measures distance from the mean in standard-deviation units, so z=0 means no distance from the mean. It therefore corresponds to the mean, not to the standard deviation or other deviation measures.

Correct answer: Mean

43. The range of normal distribution lies between _________?

Moderate
  • A. -∞ to +∞
  • B. 0 to ∞
  • C. -∞ to 0
  • D. None of these

Explanation: A normal random variable can take any real value, although values far from the mean become increasingly unlikely. Therefore, its theoretical range extends from negative infinity to positive infinity.

Correct answer: -∞ to +∞

44. Normal distribution has ___________?

Moderate
  • A. 1 parameter
  • B. 2 parameter
  • C. 3 parameter
  • D. 4 parameter

Explanation: A normal distribution is completely specified by two parameters: its mean μ, which fixes the centre, and its variance σ², which controls the spread. Hence it has two parameters.

Correct answer: 2 parameter

45. The shape of normal distribution does depend upon _____ and variance?

Moderate
  • A. x
  • B. S/σ2
  • C. u
  • D. 2 µ2

Explanation: The normal distribution is described by its mean μ and variance σ². The mean determines the location of the curve, while the variance determines its spread, so μ fills the blank.

Correct answer: u

46. P(µ - σ≤x≤µ + σ)=_________?

Moderate
  • A. .6826
  • B. .6743
  • C. .6745
  • D. .2345

Explanation: About 68.26% of observations in a normal distribution lie within one standard deviation of the mean. Thus P(μ − σ ≤ X ≤ μ + σ) = 0.6826.

Correct answer: .6826

47. For a normal distribution having µ = 241 and σ = 2 P (X≥235) is:_______?

Moderate
  • A. 0.9986
  • B. 0.5
  • C. 0.475
  • D. 0.235

Explanation: Standardising gives z = (235 − 241)/2 = −3. Therefore P(X ≥ 235) = P(Z ≥ −3) = P(Z ≤ 3) ≈ 0.9986.

Correct answer: 0.9986

48. Normal distribution has ____shaped?

Moderate
  • A. u-shaped
  • B. Bell shaped
  • C. T-shaped
  • D. Normal shaped

Explanation: A normal curve rises smoothly to one central peak and falls symmetrically on both sides, giving it the familiar bell shape. It is not U-shaped or T-shaped.

Correct answer: Bell shaped

49. In normal distribution u2 = S2 and u4 =___________?

Moderate
  • A. 3S2
  • B. 3S
  • C. 3S4
  • D. 4S2/x

Explanation: For a normal distribution, the second central moment is σ² and the fourth central moment is 3σ⁴. Hence μ₄ = 3S⁴ when S denotes the standard deviation.

Correct answer: 3S4

50. The quartile deviation is ____ (S.D.) is normal dist?

Moderate
  • A. .6734
  • B. .7879
  • C. .6745
  • D. .4567

Explanation: The quartiles of a standard normal distribution occur at z = ±0.6745. Consequently, the quartile deviation is 0.6745 times the standard deviation.

Correct answer: .6745