A real estate agent in Athens used regression analysis to investigate the relationship between apartment sales...

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A real estate agent in Athens used regression analysis toinvestigate the relationship between apartment sales prices and thevarious characteristics of apartments and buildings. The variablescollected from a random sample of 25 compartments are asfollows:
Sale price: The sale price of the apartment (in €)
Apartments: Number of apartments in the building
Age: Age of the building (in years)
Size: Apartment size (area in square meters)
Parking spaces: Number of car parking spaces in the building
Excellent building condition (Pseudo-variable): 1 if the conditionof the building is
excellent, 0 different
Good building condition (Pseudo-variable): 1 if the condition ofthe building is
good, 0 different


We have the following results of regression analysis with the OLSmethod:

Coefficientsa

Model

Unstandardized Coefficients

Standardized Coefficients

t

Sig.

B

Std. Error

Beta

1

(Constant)

98308,606

22888,689

4,295

,000

Apartments

5776,999

1215,251

,344

4,754

,000

Age

-905,594

269,262

-,111

-3,363

,003

Size

1237,643

142,945

,586

8,658

,000

Parking space

2966,996

1313,465

,096

2,259

,037

Excellent

52337,908

19957,138

,108

2,623

,017

Good

5543,922

16714,509

,013

,332

,744

a. Dependent Variable: Sale price

Questions:
1. State the estimated regression equation.

2. Comment on the importance of the regression rates.

3. Give the interpretation of the regression coefficients.

Answer & Explanation Solved by verified expert
3.6 Ratings (602 Votes)
Sale Price 98308606 1215251 Apartments 269262 Age 142945 Size 1313465 Parking Space 19957138 Excellent 16714509 Good The sale price of the apartment increases based on the other variables in the regression equation namely    See Answer
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