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 |
||||||||
|
Opertor |
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
|
1 |
1.324 |
1.339 |
1.079 |
1.227 |
0.938 |
1.005 |
1.180 |
1.289 |
|
2 |
1.323 |
1.322 |
1.073 |
1.233 |
0.934 |
1.019 |
1.184 |
1.304 |
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=_______
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.
Answer:______
Give the P-value. (Round your answer to four decimal places.)
Answer:______
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.)
Answer: (_____,_____)
Based on the given data,

Let D = Difference between measurement of the two operators (Operator 1 - Operator 2)
Since the measurements recorded by the both operators are on the same patients, this would be a case of paired sample test.
To test,
Vs
Where
is the mean of the differences between the observations measured
by the two operators.
The test statistic is given by,

where,
= Standard Deviation of D /
, N = No. of paired samples
Substituting the required values,



Using excel,



Here, since the
, we may accept the null hypothesis; there is not sufficient
evidence to support the claim that one of the operators is
producing measurements that are consistently higher than the
other.
The 95% confidence interval for the difference is given by,

To obtain t from t tables, for 7 df, at alpha = 0.05, for one tailed test,
Substituting
the required values,

95% Confidence Interval for D=