In: Statistics and Probability
A random sample of 35 transmission replacement costs find the mean to be $2520.00.
Assume the population standard deviation is $450.00.
A 95% confidence interval for the population mean repair cost is (2370.9,2669.1).
Change the sample size to n=70.
Construct a 95% confidence interval for the population mean repair cost. Which confidence interval is wider? Explain.
Construct a 95% confidence interval for the population mean repair cost.
The 95% confidence interval is (...,...). (Round to one decimal place as needed.)
Solution
Back-up Theory
100(1 - α) % Confidence Interval for μ, when σ is known:
Xbar ± MoE……………………………………........................................................................…………………………….. (1)
Where
MoE = (Zα /2)σ/√n ………………………………....................................................................…………………………..... (2)
With
Xbar = sample mean,
Zα /2 = upper (α /2)% point of N(0, 1),
σ = population standard deviation and
n = sample size.
Now, to work out the solution,
There are two ways of getting the confidence interval with sample size n = 70.
One way is to use the formula (1) given above.
The second method, which is faster and more intellectual, would be use the underlying principle of CI.
Solution by the second method:
First we note that n affects the MoE only.
All other things remaining the same, if M1 is the MoE with n = n1 and M2 is the MoE with n = n2,
then, given M1, M2 = M1 x √(n1/n2) ................................................................................................................................. (3)
Now, MoE = Upper bound of CI – Xbar or also = Xbar – lower bound of CI.
So, for n = 35, MoE. M1 = 2669.1 – 2520 = 149.1
Hence, vide (3), for n = 70, MoE. M2 = 149.1 x √(35/70)
= 149.1/√2
= 105.4296
Thus, 95% confidence interval for the population mean repair cost for a sample of size 70 is: [2414.5704, 2625.4296]
i.e., [2414.6, 2625.4] Answer
DONE
Going beyond,
Details of calculations by Method 1
Given |
α |
0.05 |
1 - (α/2) = |
0.975 |
n |
70 |
SQRT(n) |
8.36660027 |
|
σ |
450 |
|||
|
Xbar |
2520 |
||
|
Zα/2 |
1.959963985 |
||
95% CI for μ |
2520 |
± |
105.417226 |
|
Lower Bound |
2414.582774 |
|||
Upper Bound |
2625.417226 |
Complete