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A sociologist is looking at the relationship between consumption expenditures y of families in the United States, family income x, and w h ether or not the family lives in an urban or rural com m unity (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. The full data set can be found on the text website, labeled Urban.
Consumption ($)
Income ($)
Urban
62336
87534
0
60076
94796
1
.....
59055
100908
a. Estimate a linear model without a dummy, y = β0 + β1x + ε. Compute the predicted consumption expenditures of a family with income of $75,000.
b. Include a dummy d to predict consumption for Income = $75,000 in urban and rural com m unities.
c. Include a dummy d and an interaction xd variable to predict consumption for Income = $75,000 in urban and rural com m unities.
d. Which of the above models is most suitable for the data? Explain.
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