Question

In: Statistics and Probability

At Rachel's 11th birthday party, 8 girls were timed to see how long (in seconds) they...

At Rachel's 11th birthday party, 8 girls were timed to see how long (in seconds) they could hold their breath in a relaxed position. After a two-minute rest, they timed themselves while jumping. The girls thought that the mean difference between their jumping and relaxed times would be zero. Test their hypothesis at the 5% level.

Relaxed time (seconds) Jumping time (seconds)
29 21
47 42
32 26
22 21
23 25
45 43
37 35
29 32

NOTE: If you are using a Student's t-distribution for the problem, including for paired data, you may assume that the underlying population is normally distributed. (In general, you must first prove that assumption, though.)

  • Part (e) 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.)

  • Part (f)

    What is the p-value? (Round your answer to four decimal places.)

Solutions

Expert Solution

The hypothesis to be tested is Ho : Mu d=0 (Average difference)

Ha :Mu d is not equal to zero

The sample statistic that will be used is

t= average difference from sample - mu d/ Sd/n1/2  This is a t variable with n-1 degrees of freedom

n=8 hence degree of freedom = 8-1 =7 level of significance is 5% (two tailed) ie 2.5%on both sides of the t curve.

The data is computed as follows :

Jumping Time (seconds) Difference Difference-Mean difference - mean square
21 8 5.625 31.640625
42 5 2.625 6.890625
26 6 3.625 13.140625
21 1 -1.375 1.890625
25 -2 -4.375 19.140625
43 2 -0.375 0.140625
35 2 -0.375 0.140625
32 -3 -5.375 28.890625
19 101.875
Average difference 2.375
Variance of differences 14.553571

Hence sample mean difference = 2.375

Sample variance = 14.55 (please note df is 7 and not 8 while computing this)

n= 8

putting all of this in the t statistic we get

t= 81/2 * 2.375 -0 (assuming Ho to be true) / 3.51

on solving we get t= 1.913

The p value of getting this value when degree of freedom is 7 and alpha 5% (two tailed) is 0.0973

As this is greater than 5% we do not reject the nulll hypothesis. Hence we conclude that that the mean difference in the two times in not significantly different from 0.


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