Job Machine

Resources

The thinking behind getting people hired.

Research, playbooks, and field notes on placement, AI, and the future of workforce and education outcomes.

White paper

The Workforce Pell Placement Problem

What verified job placement really requires, and why most institutions aren't ready for the standard taking effect July 1, 2026.

White paper

The library

More papers are on the way, one for each kind of team we help place people.

Career collegesComing soon

Placing every graduate, every reporting period

How to hit accreditor placement standards without the last-minute scramble.

VeteransComing soon

Translating service into civilian work

Why military experience gets filtered out, and how to get veterans hired faster.

WorkforceComing soon

Placement at scale, without adding staff

How workforce boards and AJCs raise placement rates with the team they already have.

OutplacementComing soon

The engine behind modern outplacement

How firms move from handing out resumes to actually getting people hired.

See it work on your own candidates.