
MATLAB: An Introduction with Applications
6th Edition
ISBN: 9781119256830
Author: Amos Gilat
Publisher: John Wiley & Sons Inc
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Assignment II
1. In the past. many economists have studied the spending patterns of consumers in the economy. A famous study by Milton Friedman concludes that consumption is a function of permanent income, which is defined as the average level of income the consumer expects to receive well into the future. The habit-persistence theory of T. M. Brown argues that consumption is shaped by a consumer's most recent peak income - the highest income received in the recent past. To combine these two theories, an economist collected data on consumption (CONS), permanent income (PERM), and peak income (PEAK), and performed OLS to devise a model. (All values are in thousands of dollars.)
CONS
12
PERM
PEAK
15
17
22
15
28
19
31
21
17
19
24
19
14
24
17
27
20
20
17
25
21
29
25
15
16
19
20
22
26
a. Evaluate the multiple regression model and interpret the regression coefficients.
b. If PERM goes up by $1 and PEAK remains constant, by how much will CONS changes?
c. If PEAK goes up by $1 and PERM is held constant, by how much will CONS change?
d. Test the model is significant at 5% level.
e. Test the regression coefficients is significant at 5% level.
f. What can you conclude about each type of income as a predictor of consumption and the problem of multicollinearity in the multiple regression model?
g. Would multicollinearity explain the insignificance of PEAK? How can you tell?
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