This hollowing out of middle-income occupations may be due to automation (i.e. related to technological advances). The greater use of computers in the workplace may have wiped out the jobs of moderately skilled workers and pushed them into lower-paying jobs in services that computers cannot perform (Autor and Dorn, 2012). However, it may also be related to the offshoring of manufacturing activities and services.