In: Statistics and Probability
You wish to test the following claim (HaHa) at a significance
level of α=0.10α=0.10. For the context of this problem,
μd=PostTest−PreTestμd=PostTest-PreTest. Each row gives the scores
of a single individual.
      Ho:μd=0Ho:μd=0
      Ha:μd<0Ha:μd<0
You believe the population of difference scores is normally
distributed, but you do not know the standard deviation. You obtain
the following sample of data:
| pre-test | post-test | 
|---|---|
| 57.2 | 60.1 | 
| 45.5 | 30.1 | 
| 52.9 | 70.5 | 
| 45.3 | 104.9 | 
| 42.9 | 41.8 | 
| 48.1 | 11.6 | 
| 65.3 | 23.8 | 
| 46.5 | 51.5 | 
| 47.6 | 20.3 | 
| 58.8 | 40.8 | 
| 41.1 | -30.1 | 
| 39.6 | 10.5 | 
| 56.9 | 35.6 | 
| 52.3 | 9.7 | 
| 37.5 | 43.6 | 
| 55.1 | 74.3 | 
| 42.3 | 27.7 | 
| 55.1 | 51.1 | 
| 54.6 | -23.2 | 
| 59.9 | 62.8 | 
What is the test statistic for this sample?
test statistic =  (Report answer accurate to 4 decimal
places.)
What is the p-value for this sample?
p-value =  (Report answer accurate to 4 decimal
places.)
The p-value is...
This test statistic leads to a decision to...
As such, the final conclusion is that...
| Number | Post Test | Pre Test | Difference | 
![]()  | 
| 60.1 | 57.2 | 2.9 | 297.735025 | |
| 30.1 | 45.5 | -15.4 | 1.092025 | |
| 70.5 | 52.9 | 17.6 | 1021.12203 | |
| 104.9 | 45.3 | 59.6 | 5469.34203 | |
| 41.8 | 42.9 | -1.1 | 175.695025 | |
| 11.6 | 48.1 | -36.5 | 490.401025 | |
| 23.8 | 65.3 | -41.5 | 736.851025 | |
| 51.5 | 46.5 | 5 | 374.616025 | |
| 20.3 | 47.6 | -27.3 | 167.573025 | |
| 40.8 | 58.8 | -18 | 13.286025 | |
| -30.1 | 41.1 | -71.2 | 3231.35403 | |
| 10.5 | 39.6 | -29.1 | 217.415025 | |
| 35.6 | 56.9 | -21.3 | 48.233025 | |
| 9.7 | 52.3 | -42.6 | 797.780025 | |
| 43.6 | 37.5 | 6.1 | 418.407025 | |
| 74.3 | 55.1 | 19.2 | 1125.93803 | |
| 27.7 | 42.3 | -14.6 | 0.060025 | |
| 51.1 | 55.1 | -4 | 107.226025 | |
| -23.2 | 54.6 | -77.8 | 4025.26803 | |
| 62.8 | 59.9 | 2.9 | 297.735025 | |
| Total | 717.4 | 1004.5 | -287.1 | 19017.1295 | 
Test Statistic :-
t = -2.0292
P - value = P ( t > 2.0292 ) = 0.0283
Looking for the value t = 2.0292 in t table across n - 1 = 20 - 1 = 19 degree of freedom.
Reject null hypothesis if P value < 
 level of significance
P - value = 0.0283 < 0.1, hence we reject null hypothesis
Conclusion :- Reject null hypothesis
P value is less than (or equal to) αα
reject the null
There is not sufficient evidence to warrant rejection of the claim that the mean difference of post-test from pre-test is less than 0.