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EXPERTISE

From Machine Learning to Machine Teaching

In Human + Machine, we identified novel roles and jobs that grow from human-machine partnerships in what we called the missing middle—new ways of working that are largely missing from economic research and reporting on jobs. With increasingly sophisticated AI technologies that enable human-machine collaborations, developing the missing middle has become one of the key components of innovation.

Among the six human-machine hybrid activities we identified, three entail machines augmenting humans by (1) amplifying our powers, as in providing otherwise unattainable data-driven insights; (2) interacting with us through intelligent agents; and (3) embodying us, as with robots that extend our ...

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