Predicting Monthly Rental Costs for Apartments: A Linear Regression Approach

An agent for a residential real estate company in a suburb located outside of Washington, DC, has the business objective of developing more accurate estimates of the monthly rental cost for the apartments. Toward that 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 48 one-bedroom apartments and collects and stores the data in Q1 sheet.
a. Construct a scatterplot. What does it show?
b. Write down the linear regression model.
c. Interpret the meaning of b0 and b1.
d. Predict the mean monthly rent for an apartment that has 800 square feet.
e. Why would it not be appropriate to use the model to predict the monthly rent for apartments that have 1500 square feet?
f. Determine the coefficient of determination (r2) and interpret its meaning.
g. Your friends Jim and Jennifer are considering signing a lease for a one-bedroom apartment in this residential neighborhood. They are trying to decide between 2 apartments, one with 800 square feet for a monthly rent of $1130 and the other with 830 square feet for a monthly rent of $1410. Based on your answer from parts (a) to (d), which apartment do you think is a better deal?

Size (Square feet)
Rent ($)

524
1110

616
1175

666
1190

830
1410

450
1210

550
1225

780
1480

815
1490

1070
1495

610
1680

835
1810

660
1625

590
1469

675
1395

744
1150

820
1140

912
1220

628
1434

645
1519

840
1105

800
1130

804
1250

950
1449

800
1168

787
1224

960
1391

750
1145

690
1093

840
1353

850
1530

965
1650

1060
1740

665
1235

775
1550

960
1545

827
1583

655
1575

535
1310

625
1195

749
1200

634
1185

641
1444

860
1385

740
1275

593
1050

880
1650

895
1340

692
1560

 

Age
Income (1000s)
Cards have
Response

Felix

ED

Age
Income
Cards
Response

45
98
3
?

66
134
6
0

34
177
4
0

18
191
6
0

60
169
1
0

53
104
1
1

35
79
9
0

29
115
5
1

75
115
10
0

50
141
1
0

75
102
10
0

49
63
10
0

49
186
7
1

23
135
3
1

19
22
7
1

69
165
4
0

64
36
1
1

40
122
6
1

27
27
7
1

59
122
5
1

45
140
8
1

43
120
5
0

28
77
1
0

38
57
10
0

64
98
4
0

51
83
9
0

25
31
9
0

51
131
2
0

50
49
6
0

74
175
8
1

55
14
0
0

50
37
9
1

42
22
4
1

47
113
4
1

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