Assignment 2: Inferential Statistics and Generalization
Assignment 2: Inferential Statistics and Generalization
Assignment Introduction
When reporting the results of a quantitative study it is necessary to provide descriptive statistics in order to detail information about your independent and dependent variables as you did in your Unit 3 Assignment. You also need to provide appropriate inferential statistics to test the research hypothesis. Beyond using the correct statistical procedure the most important aspect of reporting the inferential statistics is the appropriate interpretation of those results. This Assignment is concerned with the appropriate inferential statistics based on specific hypotheses.
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Open the Assignment 5 Excel Spreadsheet and save it to your computer using the following naming convention:
Last_name_Unit 5_Descriptive_Statistics.
Once you have saved the spreadsheet to your computer, test the following hypotheses using the appropriate inferential statistics. Be sure to include your interpretation of the results, including the test statistic and the p-value where provided.
1. Test the following research hypothesis using the Quizzes tab. “There is an increase in performance between the first quiz and the fifth quiz.”
2. Test the following research hypothesis using the GPA-IQ tab. “There is a positive correlation between a person’s measured IQ and their GPA at graduation.” Based on the regression equation predict the GPA for a person with a measured IQ of 120.
3. Test the following research hypothesis using the Total Points by Gender tab. “Females score higher on the examination that males.”
4. Test the following research hypothesis using the Total Points by Race tab. “There is no difference between the mean scores based on racial identification.”
5. Save your work often while completing the Assignment.
You will be submitting your Excel Spreadsheet so make sure that you have saved all your work to the spreadsheet before submitting the Assignment.
Directions
Unit 5 Assignment 2: Inferential Statistics and Generalization |
Directions: |
As you create your inferential statistics you may place your output on a separate sheet in this spreadsheet. |
1. Test the following research hypothesis using the Quizzes tab. “There is an increase in performance between the first quiz and the fifth quiz.” |
2. Test the following research hypothesis using the GPA-IQ tab. “There is a positive correlation between a person’s measured IQ and their GPA at graduation.” Based on the regression equation predict the GPA for a person with a measured IQ of 120. |
3. Test the following research hypothesis using the Total Points by Gender tab. “Females score higher on the examination that males.” |
4. Test the following research hypothesis using the Total Points by Race tab. “There is no difference between the mean scores based on racial identification.” |
5. Save your work often while completing the Assignment. |
Quizzes
Directions: | Test the following research hypothesis using the data below. “There is an increase in performance between the first quiz and the fifth quiz.” | ||||
Student | Quiz 1 | Quiz 2 | Quiz 3 | Quiz 4 | Quiz 5 |
1 | 7 | 8 | 6 | 7 | 10 |
2 | 4 | 8 | 10 | 10 | 7 |
3 | 4 | 6 | 5 | 4 | 5 |
4 | 7 | 10 | 9 | 8 | 9 |
5 | 4 | 5 | 6 | 6 | 6 |
6 | 7 | 8 | 9 | 8 | 10 |
7 | 3 | 6 | 2 | 6 | 6 |
8 | 10 | 8 | 10 | 10 | 8 |
9 | 10 | 10 | 10 | 10 | 9 |
10 | 6 | 7 | 9 | 6 | 8 |
11 | 9 | 8 | 10 | 10 | 10 |
12 | 8 | 6 | 7 | 8 | 9 |
13 | 10 | 10 | 10 | 10 | 8 |
14 | 7 | 6 | 10 | 8 | 7 |
15 | 8 | 9 | 8 | 8 | 7 |
16 | 8 | 10 | 10 | 8 | 9 |
17 | 10 | 9 | 10 | 10 | 9 |
18 | 10 | 8 | 10 | 10 | 7 |
19 | 6 | 5 | 7 | 6 | 8 |
20 | 10 | 9 | 10 | 10 | 10 |
21 | 5 | 7 | 4 | 7 | 6 |
22 | 7 | 9 | 10 | 10 | 9 |
23 | 7 | 6 | 9 | 8 | 8 |
24 | 6 | 9 | 9 | 7 | 10 |
25 | 6 | 7 | 7 | 7 | 5 |
26 | 7 | 8 | 7 | 7 | 6 |
GPA-IQ
Directions: | Test the following research hypothesis using the data below. “There is a positive correlation between a person’s measured IQ and their GPA at graduation.” Based on the regression equation predict the GPA for a person with a measured IQ of 120. |
IQ | GPA |
118 | 2.32 |
112 | 2.34 |
103 | 2.8 |
108 | 3.53 |
123 | 3.84 |
110 | 1.84 |
110 | 3.7 |
110 | 3.9 |
103 | 2.03 |
99 | 2.28 |
100 | 1.91 |
108 | 2.66 |
124 | 3.9 |
120 | 2.56 |
102 | 2.92 |
125 | 3.9 |
131 | 3.28 |
105 | 2.02 |
121 | 1.18 |
124 | 2.84 |
110 | 1.66 |
97 | 2.38 |
108 | 2.8 |
105 | 1.61 |
114 | 1.77 |
119 | 3.98 |
115 | 3.49 |
117 | 2.09 |
124 | 2.38 |
102 | 2.34 |
121 | 3.17 |
128 | 3.35 |
97 | 1.24 |
122 | 2.56 |
125 | 3.9 |
124 | 3.13 |
135 | 4 |
121 | 2.31 |
125 | 3.49 |
95 | 1.14 |
132 | 3.42 |
101 | 1.77 |
113 | 2.57 |
114 | 2.27 |
121 | 2.43 |
123 | 2.56 |
113 | 2.84 |
132 | 2.22 |
111 | 2.11 |
Total Points by Gender
Directions: | Test the following research hypothesis using the data below.. “Females score higher on the examination that males.” |
Males | Females |
85 | 100 |
75 | 88 |
70 | 80 |
75 | 82 |
83 | 100 |
87 | 85 |
65 | 75 |
92 | 70 |
82 | 65 |
70 | 94 |
100 | 99 |
85 | 77 |
90 | 100 |
75 | 78 |
82 | 85 |
84 | 88 |
88 | 82 |
69 | 91 |
70 | 88 |
85 | 94 |
Total Points by Race
Directions: | Test the following research hypothesis using the Total Points by Race tab. “There is no difference between the mean scores based on racial identification.” | ||
Caucasian | African-American | Hispanic | Mixed |
84 | 75 | 80 | 60 |
81 | 92 | 89 | 72 |
100 | 64 | 79 | 69 |
100 | 96 | 65 | 84 |
76 | 92 | 94 | 61 |
77 | 94 | 60 | 78 |
73 | 73 | 70 | 62 |
86 | 76 | 97 | 80 |
99 | 83 | 64 | 60 |
66 | 60 | 99 | 65 |
90 | 73 | 74 | 71 |
82 | 88 | 93 | 63 |
78 | 71 | 75 | 77 |
77 | 92 | 98 | 88 |
64 | 93 | 62 | 90 |
96 | 62 | 83 | 77 |
62 | 66 | 94 | 99 |
77 | 74 | 86 | 92 |
90 | 73 | 78 | 85 |
79 | 87 | 73 | 91 |
Grading Rubric
ED572 Unit 5: Inferential Statistics and Generalization | ||
Directions: Your instructor will review your Excel spreadsheet with the assumption that you have earned the full 150 points. If there are any deductions from that score, a comment will be provided to let you know what you did and what you should do better or to correct any errors. You are urged to use this rubric as a guide when you are completing your Unit 5 Assignment. | ||
Criteria | Expectation | Possible Points |
Use of Excel | The correct Excel procedure was used to conduct the test of hypothesis. | 25 |
Interpretation of Statistical Output | The interpretation of the statistical output includes the correct description of the following: • Value of Test Statistic • Degrees of Freedom • Level of Significance • P-Value | 50 |
Test of Hypothesis Decision | The decision to reject or fail to reject the Null Hypothesis is explained in terms of the relationship between the selected level of significance and the p-value. | 50 |
Explanation of Decision | The decision to reject or fail to reject the Null Hypothesis is explained in terms of the research hypothesis. The conclusion is explained in non-technical language. | 25 |
Instructor Comments: | ||
Total | 150 | Points |