In: Economics
An economist is interested in examining how an individual’s cigarette consumption (C) may be influenced by the price for a pack of cigarettes (P) and the individual’s annual income (I). Using data from 50 individuals, she estimates a log-log model and obtains the following regression results. |
In(C)ˆ = 3.79−1.18 In (P)+0.14 In(I)In(C)^ = 3.79−1.18 In (P)+0.14 In(I) |
p-values = (0.0000) (0.0054) (0.3926) |
a. |
Interpret the value of the elasticity of demand for cigarettes with respect to price. (Round your answer to 2 decimal places.) |
As the price increases by 1%, consumption (Increases/decreases) by __ %. |
b. | At the 5% significance level, is the price elasticity of demand statistically significant? | ||||
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c. |
Interpret the value of the income elasticity of demand for cigarettes. (Round your answer to 2 decimal places.) |
As the annual income increases by 1%, consumption (increases/decreases) by ___ %. |
d. |
At the 5% significance level, is the income elasticity of demand statistically significant? |
(Yes/No), since the p-value is (greater than/less than) 0.05, we (can/cannot) conclude that income elasticity of demand for cigarettes is statistically significant. |
a) in a log -log model , the coefficient of variable give the value of elasticity i.e by how will the dependent variable change when the independent variable changes by 1%
In(C)^ = 3.79−1.18 In (P)+0.14 In(I)
since coefficient of price is negative , when price increases by 1% , consumption decreases by 1.18%
b) yes , since the p value < 0.05 , we can say that price elasticity of demand is statistically significant.
P value = 0.0054 < 0.05
c) As the annual income increases by 1%, consumption increase by _0.14__ % since coefficient of income elasticity is positive , so when. income increase , consumption will increase
d)NO , since the p value > 0.05 , we can say that income elasticity of demand is not statistically significant so we cannot conclude that income elasticity of demand for cigarettes is statistically significant.
P value = 0.3926> 0.05