Write down the estimated regression equation. What is the value of R square in this regression model? Compared with the R-square in Question 1, what is the additional contribution of gender to the percentage of variance explained? Interpret the meaning of the regression coefficient of Year in College (how does year in college affect salary?). Does this variable have a significant impact on income level at α= .05? How does one more year in college affect salary if the gender is the same? How do you get this conclusion

MATLAB: An Introduction with Applications
6th Edition
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Author:Amos Gilat
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Write down the estimated regression equation.

What is the value of R square in this regression model? Compared with the R-square in Question 1, what is the additional contribution of gender to the percentage of variance explained?

Interpret the meaning of the regression coefficient of Year in College (how does year in college affect salary?). Does this variable have a significant impact on income level at α= .05? How does one more year in college affect salary if the gender is the same? How do you get this conclusion?

 

SUMMARY OUTPUT
Regression Statistics
Multiple R
R Square
Adjusted R S
Standard Er
0.920
0.847
0.803
4.610
Observations
10.000
ANOVA
df
SS
MS
F
Significance F
Regression
2.000
823.223
411.612
19.366
0.001
Residual
7.000
148.777
21.254
Total
9.000
972.000
Upper 95% Lower 95.0% Upper 95.0%
(10.434)
Coefficients Standard Erroi
t Stat
P-value
Lower 95%
Intercept
1.983
5.251
0.378
0.717
(10.434)
14.401
14.401
Years in Coll
7.851
1.452
5.408
0.001
4.418
11.284
4.418
11.284
gender
8.512
2.978
2.858
0.024
1.470
15.555
1.470
15.555
Transcribed Image Text:SUMMARY OUTPUT Regression Statistics Multiple R R Square Adjusted R S Standard Er 0.920 0.847 0.803 4.610 Observations 10.000 ANOVA df SS MS F Significance F Regression 2.000 823.223 411.612 19.366 0.001 Residual 7.000 148.777 21.254 Total 9.000 972.000 Upper 95% Lower 95.0% Upper 95.0% (10.434) Coefficients Standard Erroi t Stat P-value Lower 95% Intercept 1.983 5.251 0.378 0.717 (10.434) 14.401 14.401 Years in Coll 7.851 1.452 5.408 0.001 4.418 11.284 4.418 11.284 gender 8.512 2.978 2.858 0.024 1.470 15.555 1.470 15.555
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