ref: https://arxiv.org/pdf/2510.25137

Summary

Performed a workforce “digital twin” simulation on human capabilities overlap with AI. Existing workforce metrics does not work on AI assisted task/skill. A newly metric is introduce to identify task/skill correlate to wages. While tech role (programmer, data science & program manager) already disputed, repetitive cognitive and administrative work remain largely invisible.