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I feel BLS is a bit of a lossy dataset imo - their classification for professions is a bit meh (CIS for all types of Software adjacent roles for example).

USCIS Datasets might be useful as a proxy but aprochryally white collar immigration to the US basically tanked from 2020 onwards due to a mix of COVID restrictions and xenophobia so I'm not sure if such a proxy would be useful in the 2020-2023 timeframe compared to anytime between 2010-2020z




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