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IAI Actuarial Core Principles · Actuarial Statistics · Generating functions

A random variable X has moment generating function M(t) = (0.3 + 0.7e^t)^10. What are the mean and variance of X?

X is Binomial with n = 10 and p = 0.7, so the mean is 7 and the variance is 10 x 0.7 x 0.3 = 2.1. The other options use the wrong probability or an incorrect variance formula.

  1. AMean 7, variance 2.1Correct
  2. BMean 7, variance 4.9
  3. CMean 3, variance 2.1
  4. DMean 10, variance 2.1
  5. Mean 7, variance 0.21

Explanation

The MGF is that of a Binomial(10, 0.7). Mean = np = 7 and variance = npq = 10 x 0.7 x 0.3 = 2.1. Variance 4.9 comes from using p squared times n (wrong formula), and mean 3 uses the failure probability.

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