In: Statistics and Probability
|
Participant |
Minutes |
|
1 |
150 |
|
2 |
45 |
|
3 |
67 |
|
4 |
221 |
|
5 |
30 |
|
6 |
109 |
|
7 |
78 |
|
8 |
126 |
|
9 |
135 |
|
10 |
58 |
|
11 |
89 |
|
12 |
90 |
|
13 |
93 |
|
14 |
108 |
|
15 |
119 |
|
16 |
185 |
|
17 |
100 |
|
18 |
109 |
|
19 |
189 |
|
20 |
167 |
Given:
= 93, s = 113.4,
= 49.84 , n = 20,
= 0.05
(a) The Hypothesis:
H0:
= 93
Ha:
> 93
This is a right tailed Test.
(b) The Test Statistic: Since the population standard deviation is unknown, we use the students t test.
The test statistic is given by the equation:
(c) The Critical
Value: The critical value (Right Tail) at
= 0.05, for df = 19, tcritical =
+1.691
The p Value: The p value (Right Tail) for t = 2.42, for degrees of freedom (df) = n-1 = 19, is; p value = 0.0105
The Decision Rule: If tobserved is > tcritical, then Reject H0
Also if P value is <
, Then Reject H0.
The Conclusion:
Since tobserved (2.44) is > tcritical (1.691), We Reject H0. There is sufficient evidence at the 95% significance level to conclude that the mean time spent on listening to podcasts is greater than 93.
___________________________________________________
Calculation for the mean and standard deviation:
Mean = Sum of observation / Total Observations
Standard deviation = SQRT(Variance)
Variance = Sum Of Squares (SS) / n - 1, where SS = SUM(X - Mean)2.
| Participant | Minutes | Mean | (X - Mean)2 |
| 1 | 150 | 113.4 | 1339.56 |
| 2 | 45 | 113.4 | 4678.56 |
| 3 | 67 | 113.4 | 2152.96 |
| 4 | 221 | 113.4 | 11577.76 |
| 5 | 30 | 113.4 | 6955.56 |
| 6 | 109 | 113.4 | 19.36 |
| 7 | 78 | 113.4 | 1253.16 |
| 8 | 126 | 113.4 | 158.76 |
| 9 | 135 | 113.4 | 466.56 |
| 10 | 58 | 113.4 | 3069.16 |
| 11 | 89 | 113.4 | 595.36 |
| 12 | 90 | 113.4 | 547.56 |
| 13 | 93 | 113.4 | 416.16 |
| 14 | 108 | 113.4 | 29.16 |
| 15 | 119 | 113.4 | 31.36 |
| 16 | 185 | 113.4 | 5126.56 |
| 17 | 100 | 113.4 | 179.56 |
| 18 | 109 | 113.4 | 19.36 |
| 19 | 189 | 113.4 | 5715.36 |
| 20 | 167 | 113.4 | 2872.96 |
| Total | 2268 | Total | 47204.8 |
| Mean | 113.4 | Variance | 2484.46316 |
| SD | 49.84 |