Prioritizing outcomesWith these exposure measures in hand, the question is what to look for. Researchers have taken different approaches. For example, Gimbel et al. (2025) track changes in the occupational mix using the Current Population Survey. Their argument is that any important restructuring of the economy from AI would show up as changes in distribution of jobs.¹ (They find that, so far, changes have been unremarkable.) Brynjolfsson et al. (2025) look at employment levels split by age group using data from the payroll processing firm ADP, while Acemoglu et al. (2022) and Hampole et al. (2025) use job posting data from Burning Glass (now Lightcast) and Revelio, respectively.
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After a messy confrontation, the three retire, all to separate rooms. But while they sleep, a fire starts, caused by the space heaters that the protagonist pushed too close together. She, John, and Vladimir all try to escape. The men struggle with the cabin's stuck door, while she lunges to protect her handwritten manuscript. In a monologue delivered straight to the audience, she reveals that she makes it out alive, calls 911, and ensures everyone gets out.