Question
A sociologist is looking at the relationship between consumption expenditures of families in the United States (Consumption in $), family income (Income in $), and
A sociologist is looking at the relationship between consumption expenditures of families in the United States (Consumption in $), family income (Income in $), and whether or not the family lives in an urban or rural community (Urban = 1 if urban, 0 otherwise). She collects data on 50 families across the United States, a portion of which is shown in the accompanying table.
Click here for the Excel Data File
Estimate: Consumption = 0 + 1Income + . Compute the predicted consumption expenditures of a family with income of $80,000.
Note: Round coefficient estimates to at least 4 decimal places and round final answer to the nearest whole number.
predicted consumption expenditures |
Include a dummy variable, labeled Urban, with values 1 for urban and 0 otherwise, to predict consumption for a family with income of $80,000 in urban and rural communities.
Note: Round coefficient estimates to at least 4 decimal places and round final answer to the nearest whole number.
predicted consumption | |
urban community | |
rural community |
Include a dummy variable Urban and an interaction variable (Income Urban) to predict consumption for a family with income of $80,000 in urban and rural communities.
Note: Round coefficient estimates to at least 4 decimal places and round final answer to the nearest whole number.
predicted consumption | |
urban community | |
rural community |
Which of the preceding models is most suitable for the data?
since it has the |
Consumption | Income | Urban |
62315 | 87691 | 0 |
60292 | 94877 | 1 |
70279 | 106198 | 0 |
43162 | 60803 | 0 |
26064 | 51081 | 0 |
52456 | 89260 | 1 |
45794 | 62943 | 1 |
59211 | 72039 | 1 |
45998 | 64531 | 0 |
60220 | 98138 | 1 |
36703 | 69673 | 1 |
62721 | 88939 | 1 |
54191 | 87779 | 1 |
49043 | 68009 | 0 |
54841 | 91448 | 1 |
66433 | 112485 | 0 |
65178 | 86375 | 0 |
64769 | 99925 | 1 |
63929 | 105296 | 1 |
76162 | 95749 | 1 |
79831 | 103376 | 1 |
39358 | 52734 | 0 |
33748 | 63846 | 0 |
52290 | 74086 | 1 |
58764 | 75181 | 0 |
71797 | 94634 | 1 |
59008 | 97500 | 1 |
70065 | 81509 | 1 |
63240 | 84914 | 0 |
42720 | 102620 | 0 |
59099 | 85600 | 1 |
29474 | 48938 | 0 |
57915 | 71749 | 1 |
58405 | 53915 | 0 |
19680 | 40110 | 0 |
53839 | 76121 | 0 |
66243 | 97574 | 1 |
64481 | 134586 | 1 |
59689 | 85678 | 1 |
27908 | 55551 | 0 |
52161 | 78882 | 1 |
64499 | 87167 | 0 |
26108 | 66766 | 0 |
71624 | 114805 | 0 |
31959 | 62087 | 0 |
69134 | 123242 | 1 |
24022 | 54491 | 0 |
54212 | 102687 | 1 |
49069 | 90344 | 0 |
59260 | 100937 | 1 |
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