ResearchResearch paperEvaluation & Benchmarks · Business, Funding & Industry · Training & Scaling1 source · Oct 20, 2026

Occupational Uniqueness and Wage Growth

We develop a framework to measure a distinct dimension of occupational change, one that goes beyond task expertise or task content: task structure.

Key points

  • Changes in occupational task content may have different economic implications depending on whether the tasks gained or lost are occupation-specific or already widespread across the economy.
  • Using this new framework that tracks tasks across occupations and over time, we separate changes in task quantity from changes in occupational uniqueness, defined as the distinctiveness of an occupation's task bundle relative to other occupations.
  • Using a harmonized dataset of 196563 task statements from the Dictionary of Occupational Titles and ONET spanning 1977-2018, we measure task diffusion, occupational uniqueness, and distinct dimensions of task addition and removal.
  • Incorporating the cross-occupational distribution of tasks, therefore, provides a richer account of occupational change and its relationship to the wage structure.

Sources (1)

  • [1]Occupational Uniqueness and Wage Growth
    arXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 20, 12:42 PM
    We develop a framework to measure a distinct dimension of occupational change, one that goes beyond task expertise or task content: task structure.
    Changes in occupational task content may have different economic implications depending on whether the tasks gained or lost are occupation-specific or already widespread across the economy.

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