Using results from the previous regression model, discuss whether you would have confidence in this multiple regression model to predict expected salary based on GPA, age, and gender? Need model statistics to back up answer

MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
icon
Related questions
icon
Concept explainers
Question

Using results from the previous regression model, discuss whether you would have confidence in this multiple regression model to predict expected salary based on GPA, age, and gender? Need model statistics to back up answer

SUMMARY OUTPUT
Regression Statistics
Multiple R
0.395498476
R Square
0.156419044
Adjusted R Square
0.112785547
Standard Error
12.17722006
Observations
62
ANOVA
df
SS
MS
F
Significance F
Regression
1594.730002 531.5766673 3.584838547
0.019004626
Residual
58
8600.511934 148.2846885
Total
61
10195.24194
Coefficients Standard Error
t Stat
P-value
Lower 95%
Upper 95%
Intercept
94.54611216
25.86629619
3.655185554 0.000554755
42.76909483
146.3231295
Age
-0.251361491
1.090541782 -0.230492307 0.818520313
-2.434318044
1.931595061
GPA
-13.01562204
3.993008353 -3.259603009
0.00186909
-21.00849667 -5.022747407
Gender
1.280746929
3.1199383 0.410503928 0.682948897
-4.964488116
7.525981974
Transcribed Image Text:SUMMARY OUTPUT Regression Statistics Multiple R 0.395498476 R Square 0.156419044 Adjusted R Square 0.112785547 Standard Error 12.17722006 Observations 62 ANOVA df SS MS F Significance F Regression 1594.730002 531.5766673 3.584838547 0.019004626 Residual 58 8600.511934 148.2846885 Total 61 10195.24194 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Intercept 94.54611216 25.86629619 3.655185554 0.000554755 42.76909483 146.3231295 Age -0.251361491 1.090541782 -0.230492307 0.818520313 -2.434318044 1.931595061 GPA -13.01562204 3.993008353 -3.259603009 0.00186909 -21.00849667 -5.022747407 Gender 1.280746929 3.1199383 0.410503928 0.682948897 -4.964488116 7.525981974
Expert Solution
trending now

Trending now

This is a popular solution!

steps

Step by step

Solved in 2 steps with 1 images

Blurred answer
Knowledge Booster
Correlation, Regression, and Association
Learn more about
Need a deep-dive on the concept behind this application? Look no further. Learn more about this topic, statistics and related others by exploring similar questions and additional content below.
Recommended textbooks for you
MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc
Probability and Statistics for Engineering and th…
Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning
Statistics for The Behavioral Sciences (MindTap C…
Statistics for The Behavioral Sciences (MindTap C…
Statistics
ISBN:
9781305504912
Author:
Frederick J Gravetter, Larry B. Wallnau
Publisher:
Cengage Learning
Elementary Statistics: Picturing the World (7th E…
Elementary Statistics: Picturing the World (7th E…
Statistics
ISBN:
9780134683416
Author:
Ron Larson, Betsy Farber
Publisher:
PEARSON
The Basic Practice of Statistics
The Basic Practice of Statistics
Statistics
ISBN:
9781319042578
Author:
David S. Moore, William I. Notz, Michael A. Fligner
Publisher:
W. H. Freeman
Introduction to the Practice of Statistics
Introduction to the Practice of Statistics
Statistics
ISBN:
9781319013387
Author:
David S. Moore, George P. McCabe, Bruce A. Craig
Publisher:
W. H. Freeman