Question

In: Statistics and Probability

An agent for a residential real estate company in a suburb located outside a major city...

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)

Solutions

Expert Solution

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

Let me know in comments if anything is not clear. Will reply ASAP. Please do upvote if satisfied.


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