For Suppose a commercial developer is considering purchasing a group of small office buildings in...
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Accounting
For Suppose a commercial developer is considering purchasing a group of small office buildings in an established business district. The developer can use multiple linear regression analysis to estimate the value of an office building in each area based on the following variables.
y = Assessed value of the office building
x1 = Floor space in square feet
x2 = Number of offices
x3= Number of entrances
x4 = Age of the office building in years
SUMMARY OUTPUT
Regression Statistics
Multiple R
0.99837267
R Square
0.99674799
Adjusted R Square
0.99457999
Standard Error
970.578463
Observations
11
ANOVA
Df
SS
MS
F
Regression
4
1732393319
4.33E+08
459.7536742
Residual
6
5652135.316
942022.6
Total
10
1738045455
Coefficients
Standard Error
t Stat
P-value
Intercept
52317.8305
12237.3616
4.275254
0.005232793764
Floor Space (x1)
27.6413874
5.429374042
5.091082
0.002240962381
Offices (x2)
12529.7682
400.0668382
31.31919
0.000000070386
Entrances (x3)
2553.21066
530.6691519
4.811304
0.002966281803
Age (x4)
-234.23716
13.26801148
-17.6543
0.000002120610
Write down the multiple regression equation. (2 Marks)
How much is the % variation in the value of an office building that is explained by the independent variables. (1 Marks)
Interpret the regression coefficients X3. (1 Marks)
At the 5% level of significance, which of the 4 independent variables is NOT statistically significant in the determination of the value of an office building? Explain your answer. (1 Marks)
Answer & Explanation
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