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 50 52
2 57 55
3 61 63
4 70 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.)
Since, the indenters test on same sample, it is a paired sample
test.
We are to test if there is significant difference in means. That
is, we will be testing:
Or, in other words,
where,
The 95% confidence interval to judge whether the two indenters
result in different measurements is given by:
We construct the following table for the ease of
calculation:
Specimen | Stell Ball | Diamond | d |
1 | 50 | 52 | 2 |
2 | 57 | 55 | -2 |
3 | 61 | 63 | 2 |
4 | 70 | 74 | 4 |
5 | 68 | 69 | 1 |
6 | 54 | 55 | 1 |
7 | 65 | 68 | 3 |
8 | 51 | 51 | 0 |
9 | 53 | 56 | 3 |
Now,
Putting in the values, we get:
Thus,
The lower bound is 0.2.
The lower bound is 2.9.
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