As an analyst of firms characteristics and profitability, you are considering the relationship between firm profitability and the amount paid to their CEOs. A simple
As an analyst of firms characteristics and profitability, you are considering the relationship between firm profitability and the amount paid to their CEOs. A simple random sample of 121 firms was collected and data on the following two variables obtained:
Profiti= Annual profit of firmiin millions of dollars
Salaryi= Salary of the CEO in millions of dollars
A regression ofProfitionSalaryiis estimated, given the following equation, (with standard errors in brackets):
(
Profiti|Salaryi) =-0.141+0.287Salaryi(0.071)(0.047)
Use these results to answer the following questions.
- (2 marks) Give an interpretation of the coefficient onSalaryi
- (2 marks) Construct a 95% confidence interval for the population coefficient onSalaryiin this equation. Give the critical value as well as the confidence interval.
- (3 marks) Your boss claims there should be some statistical relationship between firm profitability and CEO salary. Use your previous answer to evaluate this claim.
- (3 marks) Your boss further claims that paying a CEO a higher salary will cause the CEO to perform better and hence produce higher firm profitability. Is this claim confirmed by the regression results? Explain.
- (2 marks) TheR2for the regression is 0.236. What does this measure and what are its implications for this regression?
- (3 marks) Consider the scatter plot below ofProfitiandSalaryi. What do you observe about this plot that might be a problem for statistical inference in the regression? Explain.
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