In: Statistics and Probability
Data Set
Height |
Weight |
Age |
Shoe Size |
Waist Size |
Pocket Change |
64 |
180 |
39 |
7 |
36 |
18 |
66 |
140 |
31 |
9 |
30 |
125 |
69 |
130 |
31 |
9 |
25 |
151 |
63 |
125 |
36 |
7 |
25 |
11 |
68 |
155 |
24 |
8 |
31 |
151 |
62 |
129 |
42 |
6 |
32 |
214 |
63 |
173 |
30 |
8 |
34 |
138 |
60 |
102 |
26 |
6 |
25 |
67 |
66 |
180 |
33 |
8 |
30 |
285 |
66 |
130 |
31 |
9 |
30 |
50 |
63 |
125 |
32 |
8 |
26 |
32 |
68 |
145 |
33 |
10 |
28 |
118 |
75 |
235 |
44 |
12 |
40 |
60 |
68 |
138 |
43 |
8 |
27 |
50 |
65 |
165 |
55 |
9 |
30 |
22 |
64 |
140 |
24 |
7 |
31 |
95 |
78 |
240 |
40 |
9 |
38 |
109 |
71 |
163 |
28 |
7 |
32 |
14 |
68 |
195 |
24 |
10 |
36 |
5 |
66 |
122 |
33 |
9 |
26 |
170 |
53 |
115 |
25 |
7 |
25 |
36 |
71 |
210 |
30 |
10 |
36 |
50 |
78 |
108 |
23 |
7 |
22 |
75 |
69 |
126 |
23 |
8 |
24 |
175 |
77 |
215 |
24 |
12 |
36 |
41 |
68 |
125 |
23 |
8 |
30 |
36 |
62 |
105 |
50 |
6 |
24 |
235 |
69 |
126 |
42 |
9 |
27 |
130 |
55 |
140 |
42 |
8 |
29 |
14 |
67 |
145 |
30 |
8 |
30 |
50 |
1.Use the data sheet and enter data from 1-15 as Group A for the variable height and from 16-30 as Group B for the variable height in an Excel program.
2.Assuming equal variances, conduct a two-tailed, independent t-test on the data.
3.Next, conduct a two-tailed, dependent t-test on the data (no need to assume equality of variance in a dependent t-test).
4.Complete the seven-step process for each of the t-tests in this documents.
5.Answer all three parts o this assignment, including the writen portion at the end.
Part 1: Seven-Step Process for the Two-Tailed Test of Independent Samples
Step 1: Set your hypothesis.
Ho: (in statistical form)
Ha: (in statistical form)
Step 2: Determine testing Alpha Level – Alpha level = ___
Step 3: Sampling distribution = t?
Step 4: Decision Rule—I will reject the Ho if my tobs value falls at or beyond my tcrit value of ______; otherwise, I will fail to reject.
Step 5: Calculate P-value in excel P-value = ______
Step 6: Since my P-value of ______ is (< or >--choose symbol) than my chosen Alpha Level of _____, I, therefore, reject or fail to reject (choose one) the null hypothesis.
Step 7: Since I rejected or failed to reject (choose one) the null hypothesis, I, therefore, conclude (fill in the conclusion based on your decision in step 6).
Part 2: Seven-Step Process for the Two-Tailed Test of Dependent Samples
Step 1: Set your hypothesis.
Ho: (in statistical form)
Ha: (in statistical form)
Step 2: Determine testing Alpha Level – Alpha level = ___
Step 3: Sampling distribution = t?
Step 4: Decision Rule—I will reject the Ho if my tobs value falls at or beyond my tcrit value of ______; otherwise, I will fail to reject.
Step 5: Calculate P-value in excel P-value = ______
Step 6: Since my P-value of ______ is (< or >--choose symbol) than my chosen Alpha Level of _____, I, therefore, reject or fail to reject (choose one) the null hypothesis
Step 7: Since I rejected or failed to reject (choose one) the null hypothesis, I, therefore, conclude (fill in the conclusion based on your decision in step 6).
Part 3: Contrasting the Independent and Dependent Tests
In a brief paragraph, discuss your reasoning for any differences between the two tests in the seven-step process.
Part 1: Seven-Step Process for the Two-Tailed Test of Independent Samples
The test is performed in excel by following these steps,
Step1: Write the data values in excel. The screenshot is shown below,
Step 2: DATA > Data Analysis > t-test: Two-Sample Assuming Equal Variances.
Step 3: Input Variable 1 Range: Group A column, Variable 2 Range: Group B column, Hypothesized Mean Differences: 0, Alpha = 0.05
The result is obtained,
Step 1: Set your hypothesis.
Ho:
Ha:
Step 2: Determine testing Alpha Level – Alpha level = 0.05
Step 3: Sampling distribution = t-distribution.
Step 4: Decision Rule—I will reject the Ho if my tobs value falls at or beyond my tcrit value of 2.048; otherwise, I will fail to reject.
Step 5: Calculate P-value in excel P-value = 0.352
Step 6: Since my P-value of 0.352 is > than my chosen Alpha Level of 0.05, I, therefore, fail to reject the null hypothesis.
Step 7: Since failed to reject the null hypothesis, I, therefore, conclude that there no statistically significant difference in two group means.
Part 2: Seven-Step Process for the Two-Tailed Test of Dependent Samples
The test is performed in excel by following these steps,
Step1: Write the data values in excel.
Step 2: DATA > Data Analysis > t-test: Two-Sample Assuming Unequal Variances.
Step 3: Input Variable 1 Range: Group A column, Variable 2 Range: Group B column, Hypothesized Mean Differences: 0, Alpha = 0.05
The result is obtained. The screenshot is shown below,
Step 1: Set your hypothesis.
Ho:
Ha:
Step 2: Determine testing Alpha Level – Alpha level = 0.05
Step 3: Sampling distribution = t-distribution.
Step 4: Decision Rule—I will reject the Ho if my tobs value falls at or beyond my tcrit value of 2.08; otherwise, I will fail to reject.
Step 5: Calculate P-value in excel P-value = 0.354
Step 6: Since my P-value of 0.354 is > than my chosen Alpha Level of 0.05, I, therefore, fail to reject the null hypothesis.
Step 7: Since failed to reject the null hypothesis, I, therefore, conclude that there no statistically significant difference in two group means.
Part 3: Contrasting the Independent and Dependent Tests
From the descriptive statistics summary we can see that, there is a big difference in the variance of two groups that is why there is minor change in the t critical value and p-value.