Job titles with no occupation code

Every measurement of AI exposure is published against an occupation classification — SOC in the US, NOC in Canada. Both were written before these five titles existed, and neither will be revised in a useful timeframe. So the directory of 342 occupations genuinely contains this work, under names nobody would type. These pages say which row stands in for each title, and what that row over- and under-states.

A proxy is a lookup, not a measurement of the title. Every figure shown under one of these names is labelled with the occupation it came from, on both this section and the occupation pages it points at.