In: Statistics and Probability
The Arc Electronic Company had an income of 72 million dollars last year. Suppose the mean income of firms in the same industry as Arc for a year is 85 million dollars with a standard deviation of 9 million dollars. If incomes for this industry are distributed normally, what is the probability that a randomly selected firm will earn more than Arc did last year? Round your answer to four decimal places.
Solution
Let X = income (million dollars) of firms in the same industry as Arc for a year. Then, we are given: X ~ N(85, 92) ….. (1)
Back-up Theory
If a random variable X ~ N(µ, σ2), i.e., X has Normal Distribution with mean µ and variance σ2, then, Z = (X - µ)/σ ~ N(0, 1), i.e., Standard Normal Distribution and hence
P(X ≤ or ≥ t) = P[{(X - µ)/σ} ≤ or ≥ {(t - µ)/σ}] = P[Z ≤ or ≥ {(t - µ)/σ}] .………….....................................................……...…(2)
Probability values for the Standard Normal Variable, Z, can be directly read off from Standard Normal Tables ............. (3a)
or can be found using Excel Function: Statistical, NORMSDIST(z) which gives P(Z ≤ z) .............................................…(3b)
Now to work out the solution,
Given, “The Arc Electronic Company had an income of 72 million dollars last year”, probability that a randomly selected firm will earn more than Arc did last year
= P(X > 72)
= P[Z > {(72 - 85)/9}] [vide (2) and (1)]
= P(Z > 0.1529)
= 0.4392 [vide (3b)] Answer
DONE