In: Statistics and Probability
An agent for a real estate company in a large city would like to be able to predict the monthly rental cost for apartments, based on the size of the apartment, as defined by square footage. A sample of eight apartments in a neighborhood was selected, and the information gathered revealed the data shown below. For these data, the regression coefficients are b0 =121.0967 and b1 =1.0301. Complete parts(a) through (d).
Monthly Rent ($) |
875 |
1,550 |
800 |
1,450 |
1,950 |
925 |
1,750 |
1,300 |
|
---|---|---|---|---|---|---|---|---|---|
Size (Square Feet) |
850 |
1,250 |
1,050 |
1,200 |
1,900 |
700 |
1,350 |
1,050 |
Determine the coefficient of determination, r squared ,and interpret its meaning.
r squared = _____
What is the meaning of
r squaredr2?
A. r squared measures the proportion of variation in apartment size that can be explained by the variation in monthly rent.
B. r squared measures the proportion of variation in monthly rent that can be explained by the variation in apartment size.
C. r squared measures the proportion of variation in apartment size that cannot be explained by the variation in monthly rent.
D. r squared measures the proportion of variation in monthly rent that cannot be explained by the variation in apartment size.
b. Determine the standard error of the estimate, Upper Sxy, and interpret its meaning.
Sxy = _____(Round to three decimal places as needed.)
What is the meaning of
Upper S Subscript YXSYX?
A. Sxy measures the amount by which an apartment's rent is less than the rent predicted by the regression equation.
B. Sxy measures the amount by which an apartment's rent is greater than the rent predicted by the regression equation.
C. Sxy measures the typical difference between an apartment's actual rent and the rent predicted by the regression equation.
D. Sxy measures the typical difference between an apartment's size and the size predicted by the regression equation.
c. How useful is this model for predicting the monthly rent?
What other variables might explain the variation in monthly rent? Select all that apply.
A. Whether tenants are allowed to keep pets
B. The condition of the apartment
C. The desirability of the apartment building's location
D. The presence or absence of carpeting in the apartment
E. Whether parking is available to tenants
from above:
coefficient of determination r2 =0.7688
B. r squared measures the proportion of variation in monthly rent that can be explained by the variation in apartment size.
b)
Sxy = 188.773
C. Sxy measures the typical difference between an apartment's actual rent and the rent predicted by the regression equation.
c) all of the given options are correct