bus drivers, truck drivers, and sanitation workers. The third job category I named “symbolic-analytic services.” Here I included all the problem solving, problem identifying, and strategic thinking that go into the manipulation of symbols—data, words, oral and visual representations. This category encompasses engineers, investment bankers, lawyers, management consultants, systems analysts, advertising and marketing specialists, professionals