Original research on the American skilled-workforce gap, plus the field notes we publish along the way. Read first. Then partner with us to do something about it.
A job-ready supply of ~10,000 credentialed electricians per year against demand approaching ~100,000 per year, structurally widening. Government data anchors the replacement floor; the AI / data-center / fab buildout layered on top is modeled bottom-up. The deficit is structural — and it is binding what America says it wants to build.
Coherent is 4×-ing its Sherman InP photonics fab, the lasers AI datacenters run on, on a $2B NVIDIA investment and a $50M CHIPS LOI. The constraint isn't capital. It's ~550 technical roles, in a town where TI is hiring 3,000.
~100K workers today vs. ~375K needed by 2050 to quadruple the fleet — while ~40% can retire within ten years and a licensed operator takes 18–24 months no money can shorten. 63% of nuclear manufacturers call hiring "very difficult," the worst electricity sector.
~10K credentialed supply vs. ~97K demand per year — a structurally widening shortfall driven by AI, data-center, and fab buildout. ~87,000-seat annual gap, $20–28B in lost output.
Welders, ironworkers, fabricators, shipfitters. ~37K/yr supply against ~85K/yr demand — triangulated three ways. The constraint binding Columbia, Virginia, AUKUS, and CHIPS.
BLS says equilibrium. Bottom-up workload says ~56K/yr demand vs. ~16K/yr supply — 2.5× divergence. The official model bakes in automation that defense and fab loads don't deliver.
Staffing agencies rent workers. Poaching buys them. Neither makes more. The case for building your industrial workforce — with the numbers and three charts.
A data-backed comparison of apprenticeships and four-year college — cost, debt, earnings, and job security. The numbers, with sources.
Can AI replace electricians, welders, and machinists? The automation data, the nuance, and what it means for the trades that build America.
A step-by-step employer guide — structure, cost, registration, and how to staff a floor that can't find workers.
Ten percent of the people do ninety percent of the company. If we all know it, why don't we identify them before we hire? Three findings from the military's playbook — and what we built into ACI.
The moment a trade school plugs into Title IV, it inherits the entire university incentive structure. We took a system where employers carried the risk and converted it into one where teenagers do.
Trade School 2.0 is not a school attached to a factory. It is a factory with a school inside it. Three moves: acquire, automate, embed. Here's exactly what we're building.
A factory has 20 open roles. Most applicants can't pass the entry math test. The shortage started in a fourth grade classroom fifteen years ago. NAEP scores at all-time lows. The bill is due.
Universities aren't failing. They're optimizing — for the wrong objective function. Title IV pays them to enroll students. No one pays them to produce talent. Reform from within is structurally impossible.
A war in the Middle East cut off 33% of the world's helium supply — the gas that makes semiconductor manufacturing possible. America was already 67,000 workers short of what it needs to win the chip race.
China has turned its education system — from first-grade textbooks to elite overseas research programs — into a unified national security instrument. The U.S. doesn't account for it. We're underestimating how fast they'll close gaps.
One research drop per month. Workforce data, sector breakdowns, and the field notes that didn't make the cut on X. No filler.