A key question in interpreting our coverage measure is which workers should be considered treated? Should changes in employment be expected from just 10% task coverage? Gans and Goldfarb (2025) show that if an O-ring model best describes jobs, employment effects might be seen only when all tasks have some degree of AI penetration. Hampole et al. (2025) argue that mean exposure decreases labor demand, but concentration of exposure in only certain tasks can counteract this. And Autor and Thompson (2025) highlight the level of expertise required for the remaining tasks.
Oberon's approach is to define other/more abstractions.
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Allowing companies to be arbitrarily irresponsible until something goes horribly wrong is ridiculous in a world where we could be living in a pessimistic or near-pessimistic scenario, but it is what Anthropic pushed for.
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