insights into the impact of new technologies on production processes within a given industry as well as into the trends of structural transformation across different stages of development are necessary to assess employment opportunities in general in his view automation may actually complement labour inputs and create new opportunities for employment thereby affecting income generation in various ways however automation has a limited costreducing effect as certain tasks can simply not be fully automated yet