Why Are There Still So Many Jobs? The History and Future of Workplace Automation

Почему по-прежнему существует так много рабочих мест? История и будущее автоматизации труда
David Autor
2015-07-30

artificial intelligencehuman–machine complementaritylabor-market polarizationroutine task substitutionworkplace automation
In this essay, I begin by identifying the reasons that automation has not wiped out a majority of jobs over the decades and centuries. Automation does indeed substitute for labor—as it is typically intended to do. However, automation also complements labor, raises output in ways that leads to higher demand for labor, and interacts with adjustments in labor supply. Journalists and even expert commentators tend to overstate the extent of machine substitution for human labor and ignore the strong complementarities between automation and labor that increase productivity, raise earnings, and augment demand for labor. Changes in technology do alter the types of jobs available and what those jobs pay. In the last few decades, one noticeable change has been a “polarization” of the labor market, in which wage gains went disproportionately to those at the top and at the bottom of the income and skill distribution, not to those in the middle; however, I also argue, this polarization and is unlikely to continue very far into future. The final section of this paper reflects on how recent and future advances in artificial intelligence and robotics should shape our thinking about the likely trajectory of occupational change and employment growth. I argue that the interplay between machine and human comparative advantage allows computers to substitute for workers in performing routine, codifiable tasks while amplifying the comparative advantage of workers in supplying problem-solving skills, adaptability, and creativity.
1
Automation has not eliminated most jobs because it both substitutes for labor and complements it by increasing output, labor demand, and productivity.
2
Commentary often overstates machine substitution while overlooking complementarities that raise worker earnings and expand demand for labor.
3
Computers are most likely to substitute for routine, codifiable tasks while complementing workers’ comparative advantages in problem-solving, adaptability, and creativity.
4
Future polarization is unlikely to continue indefinitely, according to the essay’s analysis.
5
Technological change alters occupational composition and pay; recent decades saw labor-market polarization benefiting workers at the top and bottom more than those in the middle.

workplace automation and its interaction with human labor and employment

the effects of automation on labor substitution and complementarity, job types, wage distribution, and employment growth

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2015-07-30
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David Autor
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