Question 4
[1.0+0.3 pts: a, b (0.5 points each), c (optional, 0.3pts To investigate the possibility of gender discrimination in a firm, a sample of 100 men and 64 women with similar job descriptions are selected at random. A summary of the resulting monthly salaries follows:
Table 2: Monthly Salary of Men and Women Workers
able[[,Average Salary (/bar (Y)),Standard Deviation (s_(Y)),Sample Size],[Men,$3100,$200,100],[Women,$3000,$200,64]]
(a) You wanted to test if there is difference in average salaries of male and female workers, i.e. or mu _(men )-mu _(women )=0 ) versus H_(a):mu _(men )!= or mu _(men )-mu _(women )!=0 ). Using the normal approximation ), (i) construct a 95% confidence interval for the difference in average salaries and (ii) decide whether or not you can reject H_(0).
(b) At the significance level, alpha =0.05, (i) compute t-stat, (ii) obtain the P-value of your t-stat, and (iii) provide your conclusion based on the hypotheses specified in (a).
(c) Is it enough to conclude that there is gender discrimination in this labor market? Explain. If there is something lacking, what is it? If there is not, why is this evidence sufficient? (Hint: Think about the concept of "all other things are equal" and this test-setting).
Question 4
[1.0+0.3 pts: a, b (0.5 points each), c (optional,0.3 pts)] To investigate the possibility of gender discrimination in a firm, a sample of 100 men and 64 women with similar job descriptions are selected at random. A summary of the resulting monthly salaries follows:
Table 2: Monthly Salary of Men and Women Workers Average Salary (Y) Standard Deviation (sy) Sample Size
Men Women
$3100 $3000
$200 $200
100 64
a) You wanted to test if there is difference in average salaries of male and female workers, i.e. Ho : men = women (or men - women = 0) versus Ha : men women (or men -women 0). Using the normal approximation (tcrit ~ 1.96) i) construct a 95% confidence interval for the difference in average salaries and (ii) decide whether or not you can reject Ho.
(b) At the significance level, =0.05, (i) compute t-stat, (ii) obtain the P-value of your t-stat, and (iii) provide your conclusion based on the hypotheses specified in (a).
(c) Is it enough to conclude that there is gender discrimination in this labor market? Explain. If there is something lacking, what is it? If there is not, why is this evidence sufficient? (Hint: Think about the concept of all other things are equal" and this test-setting)