Artificial Intelligence, Automation and Work

Искусственный интеллект, автоматизация и труд
Daron Acemoğlu, Pascual Restrepo
2018-01-01

artificial intelligenceautomationlabor displacementlabor sharetask-based framework
We summarize a framework for the study of the implications of automation and AI on the demand for labor, wages, and employment.Our task-based framework emphasizes the displacement effect that automation creates as machines and AI replace labor in tasks that it used to perform.This displacement effect tends to reduce the demand for labor and wages.But it is counteracted by a productivity effect, resulting from the cost savings generated by automation, which increase the demand for labor in non-automated tasks.The productivity effect is complemented by additional capital accumulation and the deepening of automation (improvements of existing machinery), both of which further increase the demand for labor.These countervailing effects are incomplete.Even when they are strong, automation in-creases output per worker more than wages and reduce the share of labor in national income.The more powerful countervailing force against automation is the creation of new labor-intensive tasks, which reinstates labor in new activities and tends to increase the labor share to counterbalance the impact of automation.Our framework also highlights the constraints and imperfections that slow down the adjustment of the economy and the labor market to automation and weaken the resulting productivity gains from this transformation: a mismatch between the skill requirements of new technologies, and the possibility that automation is being introduced at an excessive rate, possibly at the expense of other productivity-enhancing technologies.
1
Automation and AI displace labor from tasks machines can perform, reducing labor demand and wages.
2
Automation generates productivity gains through cost savings, capital accumulation, and improved machinery, increasing labor demand in non-automated tasks.
3
Creating new labor-intensive tasks is the strongest countervailing force, reinstating labor in new activities and tending to increase the labor income share.
4
Skill mismatches and potentially excessive automation can slow labor-market adjustment and weaken the productivity gains from technological transformation.
5
These countervailing effects are incomplete: automation raises output per worker more than wages and reduces labor’s share of national income.

labor market and economy undergoing automation and AI adoption

the effects of task displacement, productivity gains, capital accumulation, and creation of new labor-intensive tasks on labor demand, wages, employment, and the labor income share

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Publication Date
2018-01-01
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Daron Acemoğlu
Pascual Restrepo
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