Males who participated in intercollegiate athletics are estimated to receive 4 percent higher annual incomes than similar nonathletes. No such income premium associated with college athletics is revealed among females. Both male and female athletes who attended colleges and universities in the early 1970s had higher graduation rates than other students. Since the models used to estimate income and graduation differentials included many measurable determinants of labor market and academic outcomes, these findings suggest that athletic participation may enhance the development of discipline, confidence, motivation, a competitive spirit, or other subjective traits that encourage success.

This paper presents a technique of cost-function estimation, based on the theory of finite mixture distributions, which allows for the simultaneous existence of multiple technologies of production when the researcher does not know which observations correspond to which technologies. The finite mixture technique provides estimates of the proportions of firms using the various technologies, facilitates comparisons between technologies, and preserves the traditional interpretations of cost estimation. After describing the mixture procedure, the technique is illustrated on a large sample of savings and loan associations, and it is concluded that this industry exhibits multiple technologies of production.