In: Statistics and Probability
It has been claimed that the mean age of all FHSU Virtual College statistics students is less than thirty-one years old. Using the "Age" sample data collected from this year's classes, test this hypothesis--that is does the collected data statistically support or contradict this claim? Justify your answer through a formal hypothesis testing procedure with a 0.05 (5%) level of significance. Again, necessary claims, calculations, and values must be shown below and to the right. Give your proper/final conclusion in sentence form below as related to the context/situation. (Hint: Since the population s.d. is not known, make sure to realize the need to use the t-distribution for testing purposes.)
H0: H1: Sample's Mean (x-bar): Sample's S.D. (s): Critical Value: Sample's Test Statistic: P-value: CONCLUSION:
Individual ID# Gender Foot Length Height Age Armspan Number in Family Hair Color
1 Male 29.0 179.5 32 181.0 3 Brown
2 Male 29.5 185.5 27 187.5 5 Red
3 Male 25.0 175.5 26 176.0 9 Brown
4 Female 20.5 160.0 27 160.5 1 Blonde
5 Female 25.5 172.0 33 137.0 6 Blonde
6 Female 24.0 163.0 32 165.0 4 Brown
7 Female 24.0 167.5 33 172.0 4 Blonde
8 Male 25.0 175.5 23 170.0 4 Red
9 Female 24.5 165.0 28 155.5 7 Blonde
10 Male 25.5 175.0 37 176.5 4 Brown
11 Female 25.5 167.5 24 183.0 2 Blonde
12 Female 23.0 162.5 30 162.5 6 Brown
13 Female 25.0 161.5 26 155.0 8 Blonde
14 Male 21.5 176.0 55 179.0 5 Brown
15 Female 24.0 157.5 41 163.0 2 Brown
16 Female 26.5 177.5 29 175.0 2 Red
17 Female 25.0 175.0 47 186.0 4 Brown
18 Male 24.0 162.5 21 164.0 4 Brown
19 Female 24.5 157.5 42 155.0 8 Black
20 Male 27.0 182.0 38 172.0 3 Black
21 Female 28.0 169.0 41 165.0 3 Brown
22 Male 30.0 185.0 23 190.5 8 Brown
23 Female 21.5 158.0 41 147.5 3 Brown
24 Female 24.0 167.5 21 173.0 5 Blonde
25 Female 24.5 165.0 52 162.0 3 Blonde
26 Female 25.0 160.0 23 154.0 4 Brown
27 Female 24.0 159.0 33 163.0 6 Brown
28 Female 23.5 171.0 17 169.5 4 Black
29 Female 27.0 170.0 38 169.0 4 Black
30 Male 21.5 160.0 21 165.0 3 Black
31 Male 30.5 193.0 24 203.0 11 Black
32 Male 27.0 191.0 38 188.0 9 Black
33 Female 24.0 163.0 41 176.0 3 Blonde
34 Female 25.5 166.0 28 165.0 4 Brown
35 Female 22.0 171.0 31 154.5 4 Brown
36 Female 22.0 173.0 22 171.0 4 Brown
37 Female 22.0 163.0 20 167.0 4 Brown
38 Female 24.0 170.0 23 172.0 5 Brown
39 Male 29.0 193.0 28 208.5 7 Brown
40 Male 25.0 188.0 20 194.0 3 Brown
41 Female 25.0 170.0 21 165.0 3 Blonde
42 Male 25.5 193.0 31 190.5 4 Blonde
43 Male 29.0 189.0 29 193.0 9 Blonde
44 Female 25.0 157.5 57 152.0 6 Brown
45 Male 30.0 193.0 18 195.0 4 Red
46 Female 24.0 167.5 24 149.0 6 Brown
47 Female 24.0 162.0 36 161.0 6 Brown
48 Female 24.0 168.0 19 160.0 4 Blonde
49 Male 25.5 180.0 22 176.5 4 Brown
50 Male 27.0 185.5 31 190.0 2 Brown
51 Male 30.5 177.5 13 182.5 6 Red
52 Female 24.0 170.0 28 175.0 5 Blonde
53 Female 26.5 167.5 26 166.0 5 Brown
54 Male 29.5 190.5 22 196.0 3 Brown
55 Female 25.0 160.0 46 167.0 10 Blonde
56 Male 29.5 183.0 22 181.0 3 Brown
57 Female 21.5 162.5 18 167.5 3 Brown
58 Female 21.5 153.0 34 160.5 7 Black
59 Female 24.0 160.0 21 165.0 3 Brown
60 Female 22.0 160.5 21 157.5 4 Brown
61 Male 24.0 175.5 18 183.0 3 Brown
62 Female 21.5 164.5 23 150.0 1 Brown
63 Female 22.0 157.0 34 170.0 2 Brown
64 Male 30.0 156.0 36 183.0 3 Brown
65 Male 28.0 177.5 37 188.0 6 Black
66 Female 20.5 157.5 54 160.0 4 Blonde
67 Female 24.0 163.0 26 157.5 3 blonde
68 Male 26.0 185.5 38 192.0 7 Brown
69 Male 23.0 167.5 22 172.5 4 Brown
70 Male 29.5 172.0 30 181.0 4 Brown
71 Female 23.0 150.0 42 152.0 4 Brown
72 Male 22.0 174.0 44 175.0 4 Blonde
73 Female 25.0 165.0 20 165.0 7 Blonde
74 Male 26.0 180.0 42 175.5 2 Black
75 Male 26.5 180.0 22 182.0 2 Brown
Objective: To test whether the mean age of all FHSU Virtual College statistics students is less than thirty-one years old.Let denote the population mean age of all FHSU Virtual College statistics students. We have to test:
Vs
As mentioned, since, the population standard deviation is unknown, the appropriate test to test the above hypothesis would be a one sample t test:
But before running this test, we must ensure that the data satisfies the assumptions of this test:
- The data is continuous - The observations are independent - The data is normally distributed - There are no outliers
Assuming that all the assumptions are satisfied:
The test statistic is given by:
with critical region given by: for left tailed test.
From the given data,
Sample Mean
Sample Standard Deviation
where, xi , i = 1,2,3 ......,75 denote the observations.
= 9.863
Substituting the values obtained in the test statistic:
= -0.726
Comparing this observed test statistic value with the critical value
Using excel,
..............(since, it is a one tailed test and excel function is only for two tailed test; hence 2*0.05 = 0.10; Here, since this is a left tailed test, the t value would have a negative sign)
We get
Since, t = -0.726 > -1.666, does not lie in the critical region, we fail to reject H0 at 5% level.
Also, the p-value of the test is obtained as:
We get p-value = 0.235 > 0.05. We fail to reject H0. We may conclude that the data does not provide sufficient evidence to support the claim that the mean age of all FHSU Virtual College statistics students is less than thirty-one years.