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 Steel ball Diamond
1 51 53
2 57 55
3 61 63
4 71 74
5 68 69
6 54 55
7 65 68
8 51 51
9 53 56
Construct a 95% confidence interval to judge whether the two indenters result in different measurements, where the differences are computed as 'diamond minus steel ball'.
The lower bound is __?__ .
The upper bound is __?__.
(Round to the nearest tenth as needed.)
paired t test
Sample #1 | Sample #2 | difference , Di =sample1-sample2 | (Di - Dbar)² |
53 | 51 | 2 | 0.31 |
55 | 57 | -2 | 11.86 |
63 | 61 | 2 | 0.31 |
74 | 71 | 3 | 2.42 |
69 | 68 | 1 | 0.20 |
55 | 54 | 1 | 0.20 |
68 | 65 | 3 | 2.42 |
51 | 51 | 0 | 2.09 |
56 | 53 | 3 | 2.42 |
sample 1 | sample 2 | Di | (Di - Dbar)² | |
sum = | 544 | 531 | 13 | 22.222 |
mean of difference , D̅ =ΣDi / n =
1.444
std dev of difference , Sd = √ [ (Di-Dbar)²/(n-1) =
1.667
sample size , n = 9
Degree of freedom, DF= n - 1 =
8 and α = 0.05
t-critical value = t α/2,df =
2.3060 [excel function: =t.inv.2t(α/2,df) ]
std dev of difference , Sd = √ [ (Di-Dbar)²/(n-1) =
1.6667
std error , SE = Sd / √n = 1.6667 /
√ 9 = 0.5556
margin of error, E = t*SE = 2.3060
* 0.5556 = 1.2811
mean of difference , D̅ =
1.444
confidence interval is
Interval Lower Limit= D̅ - E = 1.444
- 1.2811 = 0.2
Interval Upper Limit= D̅ + E = 1.444
+ 1.2811 = 2.7
so, confidence interval is ( 0.2 < Dbar
< 2.7 )