Consumer Research, Inc., is an independent agency that conducts research on consumer attitudes and behaviors for a variety of firms. In one study, a client asked for an investigation of consumer characteristics that can be used to predict the amount charged by credit card users in Table 5. Data were collected on annual income, household size, and annual credit card charges for a sample of 50 consumers.
1. Provide descriptive statistics of the data, develop a multiple regression model that can be used to predict the Amount Charged given the Annual Income and Household Size, state the hypotheses on the coefficients, justify formulation of these hypotheses, and interpret the results. Use ɑ = .05. Include all phases of assessment of the model and do not forget to check multicollinearity.
2. To assess robustness of the software, repeat part (a) but this time use full representation of Annual Income. What conclusions can you make?
3. Choose a combination of Annual Income and Household Size not given in the table and find the expected Amount Charged for this combination. Show work for this one. Just make up the value for income and household size and for those values calculate amount charged using the equation derived in the first part of assignment.
Use ɑ = .05 in testing all hypotheses
Table 5
Data on Annual Income, Household size, Amount of Credit Changed
Income ($1000’s)
Household size
Amount charged ($)
Income
Size
Charged
54
3
4016
54
6
5573
30
2
3159
30
1
2583
32
4
5100
48
2
3866
50
5
4742
34
5
3586
31
2
1864
67
4
5037
55
2
4070
50
2
3605
37
1
2731
67
5
5345
40
2
3348
55
6
5370
66
4
4764
52
2
3890
51
3
4110
62
3
4705
25
3
4208
64
2
4157
48
4
4219
22
3
3579
27
1
2477
29
4
3890
33
2
2514
39
2
2972
65
3
4214
35
1
3121
63
4
4965
39
4
4183
42
6
4412
54
3
3730
21
2
2448
23
6
4127
44
1
2995
27
2
2921
37
5
4171
26
7
4603
62
6
5678
61
2
4273
21
3
3623
30
2
3067
55
7
5301
22
4
3074
42
2
3020
46
5
4820
41
7
4828
66
4
5149
*Please refer to the Grading Criteria for Professional Assignments in the University Policies for specific guidelines and expectations.
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