Question

In: Statistics and Probability

Ten individuals went on a low-fat diet for 12 weeks to lower their cholesterol. The data...

Ten individuals went on a low-fat diet for 12 weeks to lower their cholesterol. The data are recorded in the table below. Do you think that their cholesterol levels were significantly lowered? Conduct a hypothesis test at the 5% level.

Starting Cholesterol level ending cholesterol level
150 150
210 240
110 130
240 220
200 190
180 150
190 200
360 300
280 300
260 240

1. In words, state what your random variable Xd  represents.

a. Xd represents the total difference in cholesterol levels before and after the diet.

b. Xd represents the difference in the average cholesterol level before and after the diet.    

c. Xd represents the average difference in the cholesterol level before and after the diet.

d. Xd represents the average cholesterol level of the 10 individuals.

2.State the distribution to use for the test. (Enter your answer in the form z or tdf where df is the degrees of freedom.)

3.What is the test statistic? (If using the z distribution round your answer to two decimal places, and if using the t distribution round your answer to three decimal places.)

4.What is the p-value?

5.Explain how you determined which distribution to use.

a. The standard normal distribution will be used because the samples are independent and the population standard deviation is known.

b. The t-distribution will be used because the samples are dependent.    

c. The t-distribution will be used because the samples are independent and the population standard deviation is not known.

d. The standard normal distribution will be used because the samples involve the difference in proportions.

Solutions

Expert Solution


1)

Xd represents the average difference in the cholesterol level before and after the diet

2)

Ho :   µd=   0
Ha :   µd > 0

test is matched paired t-test because the samples are dependent

sample size ,    n =    10

Degree of freedom, DF=   n - 1 =    9

3)

Sample #1 Sample #2 difference , Di =sample1-sample2
150 150 0
210 240 -30
110 130 -20
240 220 20
200 190 10
180 150 30
190 200 -10
360 300 60
280 300 -20
260 240 20
sample 1 sample 2 Di
sum = 2180 2120 60
mean= 218 212 6

mean of difference ,    D̅ =   6

std dev of difference , Sd =        27.568

std error , SE =    Sd / √n =    8.7178
      
t-statistic =    (D̅ - µd)/SE = 0.688

4)

p-value =        0.2543 [excel function =t.dist.rt(0.688,9) ]

Conclusion:     p-value>α , Do not reject null hypothesis  

5)

The t-distribution will be used because the samples are dependent




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