This post will answer the question the way this site answers everything: by saying what the published data shows, and just as clearly what it cannot. What the data can do today is describe the present — which occupations show the most observed AI use, where labor-market stress is emerging, and which patterns are consistent with AI-driven displacement without proving it. What the data cannot do is tell anyone which specific jobs will exist in 2031. No number on this site establishes causation, and exposure is not displacement.
So the commitment this post makes now, before it is written: it will publish no predictions. The site's own monitoring pages — Occupations, National Pulse and Community — are the honest substitute for a crystal ball, because they track the present closely enough to notice change when it actually starts. The Scenarios section, the closest thing to forward-looking work here, is still under construction and has published nothing yet.
What remains in the full post: walking through what each monitoring measure can and cannot say about the next five to ten years, using the distinctions documented in How scores are computed and the glossary. Until that ships, this stub states the frame so the eventual post can be held to it.