The Atlas of US Work.

How to read this.

Three panes, one terminal. The board ranks every occupation by whichever lens you've selected — highest paid, fastest growing, most AI-exposed, most ghosted. The detail pane puts one occupation under the microscope: the headline number, where it sits among its category peers, and the full BLS + swarm workup. The wire streams the swarm's latest burials straight from the Ghost Graveyard.

The tape across the top tracks the biggest occupations in America through the active lens. Click any row to put it under the microscope. The color dots run green (low) to coral (high) on every metric.

The standard lenses come straight from BLS:

• Median pay — the official BLS annual median for the occupation
• 10-yr outlook — projected employment change by 2034
• Entry education — typical credential to enter the field
• AI exposure — 1–10 score derived from Felten, Raj & Seamans (2023), the Language Modeling AIOE measure published alongside Occupational Heterogeneity in Exposure to Generative AI. Peer-reviewed.

And the lenses that only Klepify can show, drawn from our live swarm corpus:

• Ghost rate — % of Klepify-tracked listings in this occupation that we've confirmed dead
• Klepify swarm pay — what listings actually pay (vs the BLS national median)
• Swarm volume — how many of these jobs our users have opened

Why this matters.

Two things, mostly. One: if you're job hunting and your occupation's star sits low-right — bottom-quartile pay, high AI exposure, coral with ghosts — that's information you deserve to have before you spend three weeks tailoring resumes. Two: when ghost-job density in this sky outpaces actual employment growth, it's evidence that we're not in a "tight labor market" — we're in a job-listing market detached from real hiring.

Klepify is the only company that can light the Klepify-specific stars on this map. The BLS owns the official numbers; we own a swarm-corpus view of what the listings actually look like once they hit the major job boards.