In: Statistics and Probability
Dual-energy X-ray absorptiometry (DXA) is a technique for measuring bone health. One of the most common measures is total body bone mineral content (TBBMC). A highly skilled operator is required to take the measurements. Recently, a new DXA machine was purchased by a research lab and two operators were trained to take the measurements. TBBMC for eight subjects was measured by both operators. The units are grams (g). A comparison of the means for the two operators provides a check on the training they received and allows us to determine if one of the operators is producing measurements that are consistently higher than the other. Here are the data:
Subject | ||||||||
Operator | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 |
1 | 1.327 | 1.336 | 1.078 | 1.227 | 0.938 | 1.004 | 1.180 | 1.288 |
2 | 1.323 | 1.322 | 1.073 | 1.233 | 0.934 | 1.019 | 1.184 | 1.304 |
(a) Take the difference between the TBBMC recorded for Operator 1 and the TBBMC for Operator 2. (Use Operator 1 minus Operator 2. Round your answers to four decimal places.)
x | = |
s | = |
Describe the distribution of these differences using words.
(b) Use a significance test to examine the null hypothesis that the
two operators have the same mean. Give the test statistic. (Round
your answer to three decimal places.)
t =
Give the degrees of freedom.
Give the P-value. (Round your answer to four decimal
places.)
Give your conclusion.
We can reject H0 based on this sample or We cannot reject H0 based on this sample.
(c) The sample here is rather small, so we may not have much power
to detect differences of interest. Use a 95% confidence interval to
provide a range of differences that are compatible with these data.
(Round your answers to four decimal places.
(d) The eight subjects used for this comparison were not a random
sample. In fact, they were friends of the researchers whose ages
and weights were similar to the types of people who would be
measured with this DXA. Comment on the appropriateness of this
procedure for selecting a sample, and discuss any consequences
regarding the interpretation of the significance testing and
confidence interval results.
The subjects from this sample, test results, and confidence interval are representative of future subjects. OR
The subjects from this sample may be representative of future subjects, but the test results and confidence interval are suspect because this is not a random sample