General earnings functions Directory UMM :Data Elmu:jurnal:E:Ecological Economics:Vol33.Issue2.May2000:

234 M.J. Carvajal et al. Economics of Education Review 19 2000 229–243 Nearly half 47.2 of seniors expect that their first job after graduation will be with a large firm. Working in small and medium-sized firms also is a common expectation, followed by government and self-employ- ment. The overall percentage distribution of type-of- employer expectations is similar to the distribution found in the market by recent graduates. Unlike the distribution of recent graduates, however, students’ expectations show significant differences by gender. In relation to their male counterparts, female students anticipate work- ing in large firms and in the public sector more often, while relatively more male than female students expect to pursue jobs with small and medium-sized firms, as well as being self-employed; that is, riskier alternatives. Students’ type-of-job expectations do not conform to market realities. Over two-fifths 41.9 expect to hold managerial positions, far more than what is available according to recent graduates. Significant inter-gender differences are limited to the less important type-of-job categories. About one out of every three 32.7 students sur- veyed expects to leave the Miami Metropolitan Area for hisher first job. This is a greater percentage than reported by graduates, and the difference may reflect a downward bias, alluded earlier, in locating persons mov- ing out of state after graduation. As with recent gradu- ates, there are no significant inter-gender differences in expectation to migrate.

5. General earnings functions

The first empirical equation estimated in this study, within the limitations of available data, interprets recent graduates’ earnings as an approximately linear function 8 of number of hours worked, college grades, age, type of employer, type of job, location, gender, and ethnicity. That is, Y 1i 5b 1 N 1i 1b 2 G 1i 1b 3 A 1i 1b 4 E 1i 1b 5 J 1i 1b 6 L 1i 1b 7 S 1i 1b 8 B 1i 1b 9 H 1i 1u i , where Y 1i is annual earnings reported by the ith recent graduate; N 1i is average number of hours per week worked by the ith recent graduate; G 1i is the final, cumulative grade point average of the ith recent graduate; 8 The linear function yields the most statistically significant least-squares coefficients. Neither quadratic nor semilog trans- formations yield more significant estimates or increase adjusted R 2 . A 1i is the age of the ith recent graduate at the time of the survey; E 1i is a dummy variable for type of employer, receiving a value of one if the ith recent gradu- ate is employed by a large firm at the time of the survey, a value of zero otherwise; J 1i is a dummy variable for type of job, receiving a value of one if the ith recent graduate holds a managerial position at the time of the survey, a value of zero otherwise; L 1i is a dummy variable for location, receiving a value of one if the ith recent graduate resides outside the Miami Metropolitan Area at the time of the survey, a value of zero otherwise; S 1i is a dummy variable for gender, receiving a value of one if the ith recent graduate is a woman, a value of zero otherwise; B 1i is a dummy variable for ethnicity, receiving a value of one if the ith recent graduate is Non- Hispanic Black, a value of zero otherwise; H 1i is another dummy variable for ethnicity, receiv- ing a value of one if the ith recent graduate is Hispanic, a value of zero otherwise; u i is a normally, independently distributed stoch- astic disturbance for recent graduates, with mean zero and variance s 2 u ; b 1 , …, b 9 are the least-squares coefficients of recent graduates being estimated; and where i = 1, …, 219. The second empirical equation estimated here inter- prets students’ earnings expected out of their first job as an approximately linear function of the same nine vari- ables. Specifically, Y 2j 5f 1 N 2j 1f 2 G 2j 1f 3 A 2j 1f 4 E 2j 1f 5 J 2j 1f 6 L 2j 1f 7 S 2j 1f 8 B 2j 1f 9 H 2j 1v j where Y 2j is annual earnings expected by the jth student in hisher first job after graduation; N 2j is average number of work hours per week expected by the jth student in hisher first job after graduation; G 2j is the cumulative grade point average reported by the jth student at the time of the survey; A 2j is the age reported by the jth student at the time of the survey; E 2j is a dummy variable for type of employer, receiving a value of one if the jth student expects that hisher first job after graduation will be in a large firm, a value of zero other- wise; J 2j is a dummy variable for type of job, receiving 235 M.J. Carvajal et al. Economics of Education Review 19 2000 229–243 a value of one if the jth student expects to hold a managerial position in hisher first job after graduation, a value of zero otherwise; L 2j is a dummy variable for location, receiving a value of one if the jth student expects to leave the Miami Metropolitan Area for hisher first job, a value of zero otherwise; S 2j is a dummy variable for gender, receiving a value of one if the jth student is a woman, a value of zero otherwise; B 2j is a dummy variable for ethnicity, receiving a value of one if the jth student is Non-Hispanic Black, a value of zero otherwise; H 2j is another dummy variable for ethnicity, receiv- ing a value of one if the jth student is Hispanic, a value of zero otherwise; v j is a normally, independently distributed stoch- astic disturbance for students, with mean zero and variance s 2 v ; f 1 , …, f 9 are the least-squares coefficients of students being estimated; and where j = 1, …, 248.

6. Discussion

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