A second formulation used a set of categorical variables to represent the various levels of education, thus dropping the assumption of a linear relationship with years of schooling. The results are reported in the lower panel of figure 5. The excluded category is workers with less than an elementary education, so that university graduates are shown as earning about 140 percent more than those workers.