Use Excel’s Data Analysis tool to conduct a multiple regression, using Salary as the dependent variable, and all the rest of variables as independent variables. (Choose confidence level at 95 %.) 1) Based on the multiple regression analysis output, write the estimated regression equation. 2) Use the regression coefficient of Gender (b1) to explain the gender pay gap in the state government. 3) The regression coefficient of Gender (b1) are different in the estimated simple regression equation and estimated multiple regression equation. Explain why.
Use Excel’s Data Analysis tool to conduct a multiple regression, using Salary as the dependent variable, and all the rest of variables as independent variables. (Choose confidence level at 95 %.) 1) Based on the multiple regression analysis output, write the estimated regression equation. 2) Use the regression coefficient of Gender (b1) to explain the gender pay gap in the state government. 3) The regression coefficient of Gender (b1) are different in the estimated simple regression equation and estimated multiple regression equation. Explain why.
Big Ideas Math A Bridge To Success Algebra 1: Student Edition 2015
1st Edition
ISBN:9781680331141
Author:HOUGHTON MIFFLIN HARCOURT
Publisher:HOUGHTON MIFFLIN HARCOURT
Chapter4: Writing Linear Equations
Section: Chapter Questions
Problem 11CT
Related questions
Question
Use Excel’s Data Analysis tool to conduct a multiple regression, using Salary as the dependent variable, and all the rest of variables as independent variables. (Choose confidence level at 95 %.)
1) Based on the multiple regression analysis output, write the estimated regression equation.
2) Use the regression coefficient of Gender (b1) to explain the gender pay gap in the state government.
3) The regression coefficient of Gender (b1) are different in the estimated simple regression equation and estimated multiple regression equation. Explain why.
Salary | Gender | Years Of Service | Years Of Education |
52,100 | 0 | 5 | 13 |
55,015 | 0 | 20 | 13 |
55,520 | 0 | 23 | 12 |
43,430 | 0 | 7 | 12 |
43,813 | 0 | 5 | 12 |
51,903 | 0 | 6 | 12 |
54,580 | 0 | 24 | 14 |
54,913 | 0 | 18 | 12 |
52,100 | 0 | 29 | 12 |
50,693 | 0 | 14 | 12 |
47,878 | 0 | 10 | 12 |
46,555 | 0 | 6 | 14 |
47,878 | 0 | 7 | 16 |
47,878 | 0 | 9 | 12 |
54,913 | 0 | 16 | 13 |
50,123 | 0 | 4 | 13 |
50,693 | 0 | 20 | 12 |
48,933 | 0 | 29 | 12 |
58,270 | 0 | 12 | 12 |
50,538 | 0 | 5 | 13 |
48,933 | 0 | 12 | 12 |
45,078 | 0 | 5 | 12 |
47,878 | 0 | 5 | 14 |
53,508 | 0 | 24 | 12 |
42,250 | 0 | 1 | 16 |
53,508 | 1 | 8 | 15 |
42,250 | 1 | 3 | 15 |
47,808 | 1 | 1 | 13 |
50,180 | 1 | 11 | 13 |
44,163 | 1 | 9 | 10 |
41,718 | 1 | 3 | 10 |
47,878 | 1 | 8 | 12 |
37,635 | 1 | 1 | 16 |
49,285 | 1 | 7 | 12 |
50,693 | 1 | 14 | 12 |
43,655 | 0 | 3 | 12 |
43,910 | 1 | 9 | 13 |
43,910 | 1 | 11 | 12 |
68,303 | 0 | 19 | 14 |
85,128 | 0 | 3 | 12 |
53,488 | 0 | 3 | 12 |
66,430 | 0 | 22 | 12 |
59,708 | 0 | 10 | 12 |
71,555 | 0 | 15 | 12 |
53,565 | 0 | 14 | 16 |
73,490 | 0 | 15 | 12 |
69,045 | 0 | 13 | 16 |
63,025 | 0 | 13 | 12 |
56,715 | 0 | 12 | 13 |
66,728 | 0 | 16 | 12 |
59,348 | 0 | 29 | 12 |
68,068 | 0 | 14 | 14 |
69,540 | 0 | 20 | 12 |
47,268 | 0 | 2 | 12 |
70,253 | 0 | 19 | 12 |
64,390 | 0 | 13 | 12 |
67,235 | 0 | 11 | 13 |
74,155 | 0 | 29 | 13 |
64,180 | 0 | 23 | 12 |
65,568 | 0 | 14 | 12 |
50,415 | 0 | 12 | 13 |
65,113 | 0 | 7 | 12 |
61,463 | 0 | 1 | 12 |
59,865 | 0 | 22 | 12 |
54,158 | 0 | 9 | 12 |
64,365 | 0 | 16 | 12 |
72,205 | 0 | 22 | 12 |
64,400 | 0 | 14 | 12 |
76,948 | 0 | 29 | 12 |
61,440 | 0 | 21 | 12 |
53,488 | 0 | 2 | 13 |
71,030 | 0 | 15 | 12 |
76,490 | 0 | 18 | 12 |
56,215 | 0 | 2 | 13 |
59,708 | 0 | 10 | 12 |
74,155 | 0 | 32 | 12 |
70,195 | 0 | 10 | 15 |
57,918 | 0 | 3 | 12 |
77,815 | 0 | 16 | 12 |
60,498 | 0 | 4 | 12 |
80,125 | 0 | 20 | 12 |
74,975 | 0 | 26 | 12 |
72,338 | 0 | 15 | 12 |
63,910 | 0 | 19 | 13 |
56,818 | 0 | 7 | 12 |
62,450 | 0 | 4 | 13 |
68,303 | 0 | 23 | 12 |
77,815 | 0 | 26 | 12 |
56,715 | 0 | 13 | 12 |
56,618 | 0 | 3 | 12 |
61,463 | 0 | 5 | 16 |
55,140 | 0 | 15 | 12 |
68,610 | 0 | 19 | 12 |
63,218 | 0 | 9 | 12 |
83,040 | 0 | 35 | 12 |
63,635 | 0 | 17 | 12 |
59,708 | 0 | 7 | 12 |
52,335 | 0 | 5 | 12 |
53,265 | 0 | 7 | 12 |
69,058 | 0 | 5 | 13 |
67,460 | 0 | 32 | 12 |
56,650 | 0 | 16 | 16 |
61,440 | 0 | 28 | 12 |
58,290 | 0 | 24 | 12 |
72,205 | 0 | 18 | 13 |
64,825 | 0 | 9 | 13 |
59,563 | 0 | 14 | 16 |
69,513 | 0 | 7 | 12 |
78,003 | 0 | 20 | 12 |
61,463 | 0 | 9 | 12 |
52,335 | 0 | 7 | 14 |
59,865 | 0 | 19 | 13 |
58,290 | 0 | 19 | 12 |
64,400 | 0 | 8 | 12 |
59,598 | 0 | 12 | 12 |
53,565 | 0 | 7 | 12 |
68,303 | 0 | 11 | 12 |
75,415 | 0 | 16 | 12 |
62,390 | 0 | 10 | 12 |
51,990 | 0 | 7 | 13 |
56,715 | 0 | 12 | 16 |
64,973 | 0 | 24 | 13 |
72,205 | 0 | 31 | 12 |
61,463 | 0 | 13 | 12 |
82,140 | 0 | 23 | 12 |
61,463 | 0 | 15 | 14 |
51,125 | 0 | 8 | 12 |
64,400 | 0 | 6 | 16 |
64,400 | 0 | 6 | 14 |
60,498 | 0 | 2 | 14 |
68,303 | 0 | 15 | 12 |
56,118 | 0 | 9 | 12 |
53,998 | 0 | 11 | 12 |
66,353 | 0 | 13 | 14 |
70,253 | 0 | 22 | 13 |
61,440 | 0 | 18 | 12 |
65,423 | 0 | 6 | 14 |
61,463 | 0 | 17 | 12 |
70,253 | 0 | 20 | 12 |
58,548 | 0 | 4 | 16 |
64,728 | 0 | 22 | 12 |
53,565 | 0 | 10 | 12 |
69,035 | 0 | 26 | 14 |
58,290 | 0 | 17 | 12 |
51,990 | 0 | 8 | 12 |
53,565 | 0 | 9 | 14 |
51,125 | 0 | 5 | 12 |
63,218 | 0 | 16 | 14 |
67,003 | 0 | 8 | 12 |
60,153 | 0 | 14 | 12 |
71,328 | 0 | 8 | 12 |
55,140 | 0 | 14 | 10 |
72,205 | 0 | 26 | 13 |
55,140 | 0 | 15 | 12 |
51,990 | 0 | 9 | 12 |
57,953 | 0 | 7 | 12 |
59,853 | 0 | 6 | 13 |
57,953 | 0 | 5 | 13 |
64,973 | 0 | 28 | 12 |
50,415 | 0 | 3 | 12 |
82,140 | 0 | 18 | 13 |
56,715 | 0 | 15 | 12 |
56,715 | 0 | 14 | 12 |
69,835 | 0 | 9 | 12 |
55,348 | 0 | 7 | 12 |
61,440 | 0 | 23 | 14 |
57,953 | 0 | 8 | 13 |
82,308 | 0 | 20 | 12 |
68,483 | 0 | 22 | 12 |
62,315 | 0 | 14 | 12 |
47,630 | 0 | 4 | 12 |
71,030 | 0 | 14 | 12 |
73,870 | 1 | 21 | 14 |
62,653 | 1 | 12 | 12 |
51,990 | 1 | 9 | 13 |
62,858 | 1 | 13 | 12 |
56,118 | 1 | 10 | 12 |
56,198 | 1 | 7 | 13 |
88,318 | 1 | 23 | 13 |
51,990 | 1 | 6 | 12 |
71,933 | 1 | 7 | 12 |
65,113 | 1 | 7 | 16 |
83,288 | 1 | 9 | 12 |
73,600 | 1 | 24 | 12 |
58,290 | 1 | 1 | 12 |
67,085 | 1 | 3 | 16 |
65,708 | 1 | 3 | 16 |
74,155 | 1 | 18 | 12 |
69,058 | 1 | 11 | 12 |
71,328 | 1 | 18 | 12 |
48,933 | 1 | 9 | 12 |
61,440 | 1 | 34 | 10 |
60,368 | 1 | 9 | 12 |
58,385 | 1 | 9 | 12 |
65,213 | 1 | 6 | 12 |
70,383 | 1 | 21 | 15 |
58,548 | 1 | 5 | 16 |
70,820 | 1 | 5 | 12 |
57,953 | 1 | 9 | 12 |
82,140 | 1 | 10 | 12 |
62,780 | 1 | 26 | 13 |
72,205 | 1 | 5 | 13 |
75,653 | 1 | 6 | 16 |
64,973 | 1 | 22 | 14 |
82,140 | 1 | 34 | 12 |
47,268 | 1 | 1 | 13 |
72,205 | 1 | 27 | 15 |
48,843 | 1 | 7 | 12 |
53,565 | 1 | 9 | 13 |
55,140 | 1 | 13 | 13 |
77,580 | 1 | 4 | 12 |
61,065 | 1 | 19 | 12 |
51,990 | 1 | 3 | 14 |
56,198 | 1 | 5 | 15 |
79,255 | 1 | 10 | 12 |
61,440 | 1 | 13 | 12 |
88,325 | 1 | 19 | 18 |
51,168 | 1 | 9 | 12 |
55,140 | 1 | 10 | 13 |
51,990 | 1 | 10 | 14 |
71,328 | 1 | 11 | 14 |
71,328 | 1 | 10 | 13 |
66,353 | 1 | 12 | 14 |
51,990 | 1 | 5 | 12 |
77,155 | 1 | 9 | 16 |
84,303 | 1 | 3 | 16 |
45,850 | 1 | 7 | 13 |
52,688 | 1 | 3 | 12 |
48,843 | 1 | 3 | 12 |
53,565 | 1 | 8 | 12 |
84,303 | 1 | 20 | 16 |
56,818 | 1 | 5 | 12 |
64,180 | 0 | 6 | 13 |
58,290 | 0 | 16 | 12 |
61,440 | 0 | 38 | 10 |
50,415 | 0 | 6 | 13 |
61,463 | 0 | 18 | 15 |
51,990 | 0 | 10 | 13 |
47,268 | 1 | 2 | 15 |
58,548 | 1 | 3 | 12 |
68,148 | 0 | 7 | 14 |
64,840 | 0 | 11 | 14 |
75,718 | 0 | 22 | 12 |
57,953 | 0 | 5 | 14 |
56,198 | 0 | 8 | 12 |
56,543 | 0 | 4 | 12 |
57,035 | 0 | 5 | 12 |
69,513 | 0 | 16 | 12 |
82,140 | 0 | 8 | 16 |
47,268 | 0 | 1 | 16 |
55,015 | 1 | 1 | 14 |
55,140 | 1 | 19 | 12 |
58,548 | 1 | 7 | 12 |
74,155 | 1 | 27 | 16 |
82,140 | 1 | 3 | 14 |
63,218 | 1 | 15 | 12 |
71,018 | 1 | 5 | 12 |
79,978 | 1 | 28 | 14 |
78,155 | 0 | 3 | 16 |
86,655 | 0 | 2 | 18 |
97,523 | 0 | 9 | 14 |
86,655 | 0 | 5 | 16 |
112,660 | 0 | 3 | 16 |
112,005 | 0 | 8 | 16 |
90,783 | 0 | 6 | 16 |
107,320 | 0 | 12 | 18 |
89,545 | 0 | 10 | 16 |
79,383 | 0 | 6 | 16 |
98,213 | 0 | 16 | 13 |
121,165 | 0 | 19 | 12 |
83,553 | 0 | 21 | 14 |
103,990 | 0 | 25 | 14 |
112,430 | 0 | 19 | 12 |
88,135 | 0 | 22 | 12 |
119,683 | 0 | 12 | 16 |
126,935 | 0 | 20 | 18 |
85,068 | 0 | 5 | 12 |
103,990 | 0 | 17 | 16 |
123,363 | 0 | 26 | 12 |
128,548 | 0 | 13 | 14 |
86,888 | 0 | 22 | 12 |
105,008 | 0 | 5 | 16 |
77,238 | 0 | 9 | 12 |
115,505 | 0 | 11 | 16 |
133,003 | 0 | 22 | 16 |
112,005 | 0 | 4 | 18 |
115,505 | 0 | 11 | 12 |
136,503 | 0 | 28 | 12 |
90,535 | 0 | 2 | 16 |
82,063 | 0 | 23 | 12 |
119,005 | 0 | 13 | 12 |
115,505 | 0 | 9 | 16 |
72,410 | 0 | 1 | 18 |
112,658 | 0 | 22 | 14 |
115,505 | 0 | 6 | 16 |
93,455 | 0 | 15 | 12 |
78,780 | 0 | 10 | 16 |
74,005 | 0 | 3 | 16 |
96,378 | 0 | 34 | 14 |
119,683 | 0 | 9 | 18 |
119,683 | 0 | 22 | 12 |
96,378 | 0 | 18 | 12 |
92,433 | 0 | 17 | 12 |
115,505 | 0 | 22 | 16 |
98,393 | 0 | 20 | 13 |
103,990 | 0 | 18 | 13 |
74,005 | 0 | 20 | 12 |
125,558 | 0 | 16 | 16 |
121,165 | 0 | 39 | 12 |
103,990 | 0 | 17 | 18 |
122,070 | 0 | 19 | 14 |
108,505 | 0 | 4 | 18 |
98,213 | 0 | 26 | 12 |
114,243 | 0 | 12 | 16 |
103,990 | 0 | 17 | 15 |
95,323 | 0 | 27 | 16 |
118,043 | 0 | 3 | 16 |
104,998 | 0 | 17 | 12 |
114,243 | 0 | 20 | 12 |
87,613 | 0 | 5 | 16 |
110,780 | 0 | 29 | 14 |
121,165 | 0 | 10 | 18 |
76,393 | 0 | 3 | 12 |
114,243 | 0 | 21 | 12 |
83,363 | 0 | 3 | 16 |
90,058 | 0 | 25 | 12 |
87,613 | 0 | 3 | 12 |
108,505 | 0 | 7 | 16 |
76,418 | 0 | 6 | 12 |
99,878 | 0 | 5 | 16 |
109,280 | 0 | 27 | 13 |
85,938 | 0 | 10 | 16 |
129,503 | 0 | 16 | 18 |
88,325 | 0 | 29 | 14 |
107,320 | 0 | 15 | 12 |
117,703 | 0 | 12 | 13 |
103,990 | 0 | 28 | 13 |
86,655 | 0 | 21 | 16 |
71,620 | 0 | 2 | 16 |
115,163 | 0 | 21 | 14 |
101,915 | 0 | 15 | 14 |
114,243 | 0 | 14 | 18 |
112,083 | 0 | 5 | 14 |
99,863 | 0 | 23 | 13 |
108,060 | 0 | 24 | 16 |
95,323 | 0 | 15 | 12 |
95,323 | 0 | 16 | 16 |
100,873 | 0 | 4 | 14 |
106,478 | 0 | 5 | 16 |
72,035 | 0 | 15 | 18 |
101,100 | 0 | 28 | 16 |
86,655 | 0 | 3 | 16 |
85,938 | 0 | 20 | 14 |
83,553 | 0 | 21 | 14 |
83,553 | 0 | 23 | 12 |
128,548 | 0 | 17 | 13 |
74,103 | 0 | 7 | 12 |
98,213 | 0 | 29 | 12 |
119,005 | 0 | 6 | 15 |
108,943 | 0 | 4 | 16 |
118,023 | 0 | 35 | 14 |
85,938 | 0 | 15 | 16 |
83,755 | 0 | 8 | 18 |
135,010 | 0 | 15 | 14 |
119,858 | 0 | 14 | 16 |
122,480 | 0 | 21 | 12 |
83,553 | 0 | 24 | 12 |
85,938 | 0 | 19 | 12 |
124,625 | 0 | 10 | 18 |
95,323 | 0 | 11 | 16 |
77,238 | 0 | 8 | 12 |
117,703 | 0 | 21 | 12 |
120,890 | 0 | 9 | 16 |
92,433 | 0 | 20 | 12 |
102,530 | 0 | 28 | 14 |
89,388 | 0 | 20 | 12 |
98,070 | 0 | 27 | 13 |
102,198 | 0 | 10 | 16 |
122,868 | 0 | 28 | 14 |
105,453 | 0 | 18 | 14 |
88,325 | 0 | 26 | 12 |
112,658 | 0 | 16 | 18 |
95,553 | 0 | 7 | 16 |
138,125 | 1 | 23 | 16 |
128,088 | 1 | 38 | 16 |
124,625 | 1 | 16 | 18 |
115,258 | 1 | 19 | 16 |
94,568 | 1 | 5 | 14 |
117,533 | 1 | 9 | 16 |
122,505 | 1 | 18 | 16 |
112,658 | 1 | 31 | 18 |
76,393 | 1 | 10 | 18 |
97,533 | 1 | 19 | 15 |
103,858 | 1 | 4 | 16 |
117,703 | 1 | 7 | 16 |
96,835 | 1 | 4 | 16 |
131,548 | 1 | 18 | 16 |
120,760 | 1 | 6 | 15 |
90,308 | 1 | 2 | 16 |
129,503 | 1 | 28 | 16 |
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