In: Statistics and Probability
The manufacturer of hardness testing equipment uses steel-ball indenters to penetrate metal that is being tested. However, the manufacturer thinks it would be better to use a diamond indenter so that all types of metal can be tested. Because of differences between the two types of indenters, it is suspected that the two methods will produce different hardness readings. The metal specimens to be tested are large enough so that two indentions can be made. Therefore, the manufacturer uses both indenters on each specimen and compares the hardness readings. Construct a 95% confidence interval to judge whether the two indenters result in different measurements. Note: A normal probability plot and boxplot of the data indicate that the differences are approximately normally distributed with no outliers.
Specimen |
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
|
---|---|---|---|---|---|---|---|---|---|---|
Steel ball |
51 |
57 |
61 |
70 |
68 |
54 |
65 |
51 |
53 |
|
Diamond |
53 |
55 |
63 |
74 |
69 |
56 |
68 |
51 |
56 |
S. No | Diamond | Steel ball | diff:(d)=x1-x2 | d2 |
1 | 53 | 51 | 2 | 4.00 |
2 | 55 | 57 | -2 | 4.00 |
3 | 63 | 61 | 2 | 4.00 |
4 | 74 | 70 | 4 | 16.00 |
5 | 69 | 68 | 1 | 1.00 |
6 | 56 | 54 | 2 | 4.00 |
7 | 68 | 65 | 3 | 9.00 |
8 | 51 | 51 | 0 | 0.00 |
9 | 56 | 53 | 3 | 9.00 |
total | = | Σd=15 | Σd2=51 | |
mean dbar= | d̅ = | 1.667 | ||
degree of freedom =n-1 = | 8.000 | |||
Std deviaiton SD=√(Σd2-(Σd)2/n)/(n-1) = | 1.803 | |||
std error=Se=SD/√n= | 0.6009 |
for 95% CI; and 8 degree of freedom, value of t= | 2.306 | ||
therefore confidence interval=sample mean -/+ t*std error | |||
margin of errror =t*std error= | 1.386 | ||
lower confidence limit = | 0.2809 | ||
upper confidence limit = | 3.0524 | ||
from above 95% confidence interval for population mean =(0.3 ,3.1) |
since interval values are above 0 , there is a significant difference between them