How much does education affect wage rates?
How much does education affect wage rates? The Excel data file (wage) contains 100 observations for each of the following variables: Variable Label wage Earnings per hour ln wage The log of earnings per hour education Years of education educ2 Years of education squared Instructions Conduct a simple linear regression analysis to examine the relationship between ‘education’ (the independent variable) and ‘wage’ (the dependent variable). Using the Excel data file, prepare a 2000 word report using the following structure: ? Purpose (2 marks) ? Background (2 marks) ? Method (4 marks) ? Results (4 marks) ? Discussion (5 marks) ? Recommendations (3 marks) In preparing your report you must address the following questions: (a) Obtain summary statistics and histograms for the variables WAGE and EDUC. Discuss the data characteristics (2 marks). (b) Estimate the linear regression WAGE = ß1 + ß2EDUC + e and interpret the slope (3 marks). (c) Calculate the residuals and plot them against EDUC. Are any patterns evident and, if so, what does this mean? (3 marks) (d) Estimate the quadratic regression WAGE = a1 + a2EDUC2 + e and interpret the results. Estimate the marginal effect of another year of education on wage for a person with 12 years of education, and for a person with 14 years of education. Compare these values to the estimated marginal effect of education from the linear regression in part (b). (4 marks). (e) Construct a histogram of ln(WAGE). Compare the shape of this histogram to that for WAGE from part (a). Which appears to be more symmetric and bell-shaped? (2 marks). (f) Estimate the log-linear regression ln(WAGE) = ?1 + ?2EDUC + e and interpret the slope. Estimate the marginal effect of another year of education on wage for a person with 12 years of education, and for a person with 14 years of education. Compare these values to the estimated marginal effects of education from the linear regression in part (b) and quadratic in part (d) (6 marks)
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