society Cosmic Scale

The degrees that lead to the highest-paying jobs for new college graduates are exactly the ones most likely to be automated by AI.

April 1, 2026

Original Paper

Mapping the Structural Divide: Institutional Resilience, Post-College Market Position, and Artificial Intelligence Exposure Across U.S. Higher Education

Kyle L. Saunders

EdArXiv · 7ypwu_v3

The Takeaway

This challenges the logic that education provides a 'moat' against automation. In reality, there is a near-perfect correlation between how much a field pays new graduates and how vulnerable its tasks are to Large Language Models.

From the abstract

We present a transparent, reproducible framework for mapping U.S. four-year colleges and universities along two composite dimensions — Institutional Resilience and Post-College Market Position — using publicly available federal data. The framework covers 1,609 currently operating institutions and includes, as an exploratory extension, an institutional-level measure of AI-related labor market exposure derived from O*NET occupational task analysis weighted for entry-level career pathways. We docum