In: Statistics and Probability
Suppose that a forester wants to see if the average height of lodgepole pines in Yellowstone is different from the national average of 70 ft. The standard deviation lodgepole pine height is known to be 8.2 ft. The forester decides to measure the height of 22 trees in Yellowstone and use a one-sample ?‑test with a significance level of 0.01. She constructs the following null and alternative hypotheses, where ? is the mean height of lodgepole pines in Yellowstone.
?0:?=70?1:?≠70
Use software to determine the power of the hypothesis test if the true mean height of lodgepole pines in Yellowstone is 65 ft. You may find one of these software manuals useful. Write your answer in decimal form and round to three decimal places.
power =
Answer:
true mean , µ = 65
hypothesis mean, µo = 70
significance level, α = 0.01
sample size, n = 22
std dev, σ = 8.2
std error of mean, σx = σ/√n =
8.2000 / √ 22 =
1.74825
Zα/2 = ± 2.576 (two tailed
test)
We will fail to reject the null (commit a Type II error) if we get
a Z statistic between
-2.576
and 2.576
these Z-critical value corresponds to some X critical values ( X
critical), such that
-2.576 ≤(x̄ - µo)/σx≤ 2.576
65.497 ≤ x̄ ≤ 74.503
now, type II error is ,ß = P
( 65.497 ≤ x̄ ≤
74.503 )
Z = (x̄-true
mean)/σx
Z1 = (
65.497 - 65 ) /
1.74825 = 0.284
Z2 = (
74.503 - 65 ) /
1.74825 = 5.436
so, P( 0.284 ≤ Z ≤
5.436 ) = P ( Z ≤ 5.436 ) - P (
Z ≤ 0.284 )
= 1.000
- 0.612 = 0.3881 [
Excel function: =NORMSDIST(z) ]
power = 1 - ß = 1-0.388 = 0.612
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