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2.1. Panel Regression(20 Points) A study, published in 2005, used U.S. state panel data to investigate the relationship between cigarette taxes and the demand for
2.1. Panel Regression(20 Points) A study, published in 2005, used U.S. state panel data to investigate the relationship between cigarette taxes and the demand for cigarettes. The sample period was 1990 to 2003 for all 50 states. The author estimated a model of the following type: ln(Qit)=0+1ln(PCit/PAit)+2D2i++nD50i+2B2t++TB13t+uit where Q is the quantityumber of packs of cigarettes sold, PC is the price of cigarettes including state taxes in US\$, and PA is the price of alcohol in US\$. In addition, other explanatory variables, such as the adult unemployment rate, and income per capita were included. (a) (2 PoINTs) What is the purpose of excluding D1i ? (b) (5 POINTS) Name some of the factors that might be picked up by time and state fixed effects. (c) (8 Points) The results, using time and state fixed effects only, were as follows: Page 5 of 14 lnQit=(0.069)0.351ln(PCit/PAit)+,R2=0.5466. Interpret the result briefly. (d) (2 Points) The author decided to choose the federal tax level in his specification above. How does this change your interpretation? How is the original equation ln(Qit)=0+1ln(PCit/PAit)+2D2i++nD50i+2B2t++TB13t+uit affected by this? (e) (3 Points) To test for the relevance of the state fixed effects, you restrict the regression by dropping all state fixed effects. The relevant F-statistic is 129.3. What are the degrees of freedom? What is the critical value from your F table and what can you conclude? 2.1. Panel Regression(20 Points) A study, published in 2005, used U.S. state panel data to investigate the relationship between cigarette taxes and the demand for cigarettes. The sample period was 1990 to 2003 for all 50 states. The author estimated a model of the following type: ln(Qit)=0+1ln(PCit/PAit)+2D2i++nD50i+2B2t++TB13t+uit where Q is the quantityumber of packs of cigarettes sold, PC is the price of cigarettes including state taxes in US\$, and PA is the price of alcohol in US\$. In addition, other explanatory variables, such as the adult unemployment rate, and income per capita were included. (a) (2 PoINTs) What is the purpose of excluding D1i ? (b) (5 POINTS) Name some of the factors that might be picked up by time and state fixed effects. (c) (8 Points) The results, using time and state fixed effects only, were as follows: Page 5 of 14 lnQit=(0.069)0.351ln(PCit/PAit)+,R2=0.5466. Interpret the result briefly. (d) (2 Points) The author decided to choose the federal tax level in his specification above. How does this change your interpretation? How is the original equation ln(Qit)=0+1ln(PCit/PAit)+2D2i++nD50i+2B2t++TB13t+uit affected by this? (e) (3 Points) To test for the relevance of the state fixed effects, you restrict the regression by dropping all state fixed effects. The relevant F-statistic is 129.3. What are the degrees of freedom? What is the critical value from your F table and what can you conclude
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