In: Statistics and Probability
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.)
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.