'machine-driven' originates from the combination of 'machine' and 'driven', where 'machine' refers to a mechanical device and 'driven' implies being powered or controlled.

'Machine-driven' evolved from the concept of machines taking over tasks traditionally done by humans, becoming more prevalent with the advent of industrialization.

Initially, it referred to any task done by a machine, but now it often implies advanced automation and minimal human involvement.