Question
The data file Homework3.Question5.xlsx , has data from the United States. The variables included in the data set are Real GDPReal GDP of the United
The data file Homework3.Question5.xlsx, has data from the United States. The variables included in the data set are
Real GDPReal GDP of the United States
InflationAnnual Inflation in the United States
Housing PriceAverage annual Housing Prices in the United States
Interest RateAnnual Market Interest rate
UNRATEUnemployment rate
LFPRLabor Force Participation rate - the proportion of the adult population that
is a member of the labor force, the labor force is the sum of all employed and unemployed
GovtEducGovernment expenditure in billions of dollars on education
(a) Run a regression of Real GDP on Inflation, Housing Price, Interest Rate, Unrate, LFPR, and
GovtEduc. Please copy and paste your EXCEL regression output (do not upload your EXCEL file with the results).
(b) What sign would you expect for each of the coefficients (positive or negative)? Please
explain.
(c) Discuss the "Fit" of the regression.
(d) Which coefficients of independent variables in the regression are significant? Please explain.
(e) Which of the variables given above can be used to explain the Real GDP in the United
States? Please explain.
(f) If you had to choose one variable as a policy maker to concentrate on in order to increase
Real GDP in the United States, based on the above regression results, which variable would you choose? Please explain.
I already Run the regression analysis in excel. Please answer the above questions based on the results below.
Below is my output results
SUMMARY OUTPUT
Regression Statistics
Multiple R 0.998567905
R Square 0.997137861
Adjusted R Square 0.996450948
Standard Error 183.4533528
Observations 32
ANOVA
df SS MS F Significance F
Regression 6 293126973.3 48854495.56 1451.620948 1.57399E-30
Residual 25 841378.3164 33655.13266
Total 31 293968351.7
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept -9982.31664 2816.917669 -3.543701951 0.001581981 -15783.86718 - 4180.766101 - 15783.86718 -4180.766101
Inflation -3.007209435 43.00097263 -0.069933521 0.944802977 -91.56937037 85.5549515 -91.56937037 85.5549515
Housing Price 6.333447138 2.652445763 2.387776303 0.024826354 0.87063283 11.79626144 0.87063283 11.79626144
Interest Rate -88.72708265 36.22095689 -2.449606257 0.021649927 -163.3255398 -14.12862551 -163.3255398 -14.12862551
UNRATE -235.3093415 32.13938605 -7.321525718 1.13676E-07 -301.5016462 -169.1170369 -301.5016462 -169.1170369
LFPR 265.2753106 40.6803875 6.520963218 7.87274E-07 181.4924842 349.0581369 181.4924842 349.0581369
GovtEduc 12.01280926 0.64530498 18.61570828 3.64514E-16 10.68377878 13.34183975 10.68377878 13.34183975
Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started