In: Statistics and Probability
An agent for a residential real estate company in a suburb located outside a major city has the business objective of developing more accurate estimates of the monthly rental cost for apartments. Toward the goal, the agent would like to use the size of an apartment, as defined by square footage to predict the monthly rental cost. The agent selects a sample of 8 one-bedroom apartments and the data are shown. Complete parts (a) through (e).
Monthly Rent ($) | Size (Square Feet) |
925 | 850 |
1500 | 1200 |
850 | 950 |
1450 | 1150 |
1900 | 1800 |
900 | 750 |
1700 | 1250 |
1300 | 1050 |
a. Construct a scatter plot. Choose the correct graph below.
b. Use the least-squares method to determine the regression coefficients b0 and b1
b0 = __ b1 = __ (Round to one decimal place as needed)
d. Predict the mean monthly rent for an apartment that has 1,000 square feet. (Round to the nearest cent as needed)
The Size (Square Feet) is the independent variable (X) while the Monthly Rent ($) is the dependent variable (Y)
a)
Graphically:
b)
The following data are passed:
Size | Rent |
850 | 925 |
1200 | 1500 |
950 | 850 |
1150 | 1450 |
1800 | 1900 |
750 | 900 |
1250 | 1700 |
1050 | 1300 |
The independent variable is Size, and the dependent variable is Rent. In order to compute the regression coefficients, the following table needs to be used:
Size | Rent | Size*Rent | Size2 | Rent2 | |
850 | 925 | 786250 | 722500 | 855625 | |
1200 | 1500 | 1800000 | 1440000 | 2250000 | |
950 | 850 | 807500 | 902500 | 722500 | |
1150 | 1450 | 1667500 | 1322500 | 2102500 | |
1800 | 1900 | 3420000 | 3240000 | 3610000 | |
750 | 900 | 675000 | 562500 | 810000 | |
1250 | 1700 | 2125000 | 1562500 | 2890000 | |
1050 | 1300 | 1365000 | 1102500 | 1690000 | |
Sum = | 9000 | 10525 | 12646250 | 10855000 | 14930625 |
Based on the above table, the following is calculated:
Therefore, based on the above calculations, the regression coefficients (the slope b1, and the y-intercept b0) are obtained as follows:
Therefore, we find that the regression equation is:
Rent = 74.0796 + 1.1036 Size
i.e Rent = 74.1 + 1.1 Size
c)
When Size = 1000 then
Rent = 74.1 + 1.1 * 1000 = 1174.1
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