TY - RPRT AU - Feng, Andy AU - Graetz, Georg TI - Rise of the Machines: The Effects of Labor-Saving Innovations on Jobs and Wages PY - 2015/Feb/ PB - Institute of Labor Economics (IZA) CY - Bonn T2 - IZA Discussion Paper IS - 8836 UR - https://www.iza.org/publications/dp8836 AB - How do firms respond to technological advances that facilitate the automation of tasks? Which tasks will they automate, and what types of worker will be replaced as a result? We present a model that distinguishes between a task's engineering complexity and its training requirements. When two tasks are equally complex, firms will automate the task that requires more training and in which labor is hence more expensive. Under quite general conditions this leads to job polarization, a decline in middle wage jobs relative to both high and low wage jobs. Our theory explains recent and historical instances of job polarization as caused by labor-replacing technologies, such as computers, the electric motor, and the steam engine, respectively. The model makes novel predictions regarding occupational training requirements, which we find to be consistent with US data. KW - automation KW - job polarization KW - technical change KW - wage inequality KW - training ER -