For this reason, solely qualitative conclusions are drawn below regarding the rate-of-return effects. They allow exploiting information on individual workers, thus involving substantially more variation in the data than aggregate cross-country information. Moreover, they contain specific information on the linkages between earnings and various personal characteristics that cannot be inferred from aggregate data.