In: Statistics and Probability
A manager wishes to see if the time (in minutes) it takes for their workers to complete a certain task will change when they are allowed to wear ear buds at work. A random sample of 25 workers' times were collected before and after. Test the claim that the time to complete the task has changed at a significance level of α=0.10. For the context of this problem, μd=μafter−μbefore where the first data set represents after and the second data set represents before. Assume the population is normally distributed. Round answers to 4 decimal places.
Ho:μd=0
Ha:μd≠0
You obtain the following sample of data:
After | Before |
---|---|
52.7 | 53.3 |
43.1 | 42.7 |
55.9 | 61.2 |
22.5 | 23.9 |
32.5 | 47.6 |
53.5 | 50 |
50.1 | 50 |
58.5 | 54.2 |
30.1 | 25.8 |
20.4 | 18.7 |
49.3 | 60.5 |
51.4 | 57.6 |
68.6 | 69.7 |
54.2 | 52.9 |
44.5 | 43.9 |
16.2 | 29.5 |
49.6 | 56.1 |
35.5 | 36.7 |
61 | 58.2 |
33.8 | 45 |
29.6 | 28.8 |
37.6 | 30.7 |
51.3 | 48.8 |
16.6 | 21.7 |
33.5 | 36.7 |
What is the critical value for this test?
critical value = ± ________________
What is the test statistic for this sample?
test statistic = __________________
The test statistic is: in the critical region or
not in the critical region
This test statistic leads to a decision to?
Reject the claim
Fail to reject the null
Accept the null
reject the null
Accept the claim
As such, the final conclusion is that...
__There is sufficient evidence to warrant rejection of the claim that the time to complete the task has changed.
__There is not sufficient sample evidence to support the claim that the time to complete the task has changed.
__The sample data support the claim that the time to complete the task has changed.
__There is not sufficient evidence to warrant rejection of the claim that the time to complete the task has changed.
Here we have given that
Claim: To check whether the time to complete the task has changed at a significance level of α=0.10.
The Hypothesis is
v/s
Now,
After | Before | Diff=after-before |
52.7 | 53.3 | -0.6 |
43.1 | 42.7 | 0.4 |
55.9 | 61.2 | -5.3 |
22.5 | 23.9 | -1.4 |
32.5 | 47.6 | -15.1 |
53.5 | 50 | 3.5 |
50.1 | 50 | 0.1 |
58.5 | 54.2 | 4.3 |
30.1 | 25.8 | 4.3 |
20.4 | 18.7 | 1.7 |
49.3 | 60.5 | -11.2 |
51.4 | 57.6 | -6.2 |
68.6 | 69.7 | -1.1 |
54.2 | 52.9 | 1.3 |
44.5 | 43.9 | 0.6 |
16.2 | 29.5 | -13.3 |
49.6 | 56.1 | -6.5 |
35.5 | 36.7 | -1.2 |
61 | 58.2 | 2.8 |
33.8 | 45 | -11.2 |
29.6 | 28.8 | 0.8 |
37.6 | 30.7 | 6.9 |
51.3 | 48.8 | 2.5 |
16.6 | 21.7 | -5.1 |
33.5 | 36.7 | -3.2 |
we get,
n= Number of observation =25
= sample mean of differences = -2.09
Sd= sample standard deviation of differences =5.82
here we assume that population is normally distributed
Now, we can find the test statistic
= -1.79
Now, we find the critical value
Degrees of freedom = n-1= 25-1=24
= level of significance=0.10
we get
T-critical =1.711 ( using t -table)
Decision:
| T-statistics | > T-critical
i.e Here we Reject the Ho Null hypotheisis
Conclusion:
There is sufficient evidence to warrant rejection of the claim that the time to complete the task has changed.