WIL Research Library
The published research record of the Workforce Intelligence Lab — methodology-transparent intelligence on workforce availability, capacity, and execution risk across construction, infrastructure, energy, and mission-critical labor markets. Written for universities, fellows, policymakers, and institutional analysts.
Every publication is a citable record with a document identifier, methodology version, confidence tier, and disclosed source families. Publications are directional operational reads — not forecasts. Scores are interpreted through banded exposure tiers, not presented as forecasts. Ranges, not spot figures.
Concentrated by Design
AI Infrastructure Workforce Concentration and the Convergence of Construction, Grid, and Skilled-Trade Capacity Across U.S. Markets
Version 2.0 of the Workforce Concentration Risk Series flagship. Establishes the Q2 2026 baseline with 10 evidence-graded findings: AI data-center demand is concentrating in specific markets and trades faster than workforce or grid capacity can rebalance. The binding constraint is infrastructure delivery capacity — skilled electrical and mechanical labor and power infrastructure as a single coupled system. Covers geographic concentration, trade-specific scarcity, structural pipeline constraints, grid co-gating, operations long-tail demand, cross-sector competition, and bounding evidence across three planning scenarios.
Read the publication →Source: WIL Research Library — AlphaHire Workforce Intelligence Lab · Methodology WIL-2026.1 · Record counts derived from the catalog. Updated each build cycle.
State Workforce Archive
11 publications · View all →One living record per state, updated each quarter — the current Workforce Exposure Index tier and trend, the most constrained occupations, and the drivers behind them. Built to be cited.
Texas
Texas skilled-labor workforce exposure: composite WEI 66 (Elevated, rising) at Q2 2026, with electricians and commissioning leads most constrained on the data-center and grid critical path. A living record, updated each quarter.
Virginia / Northern Virginia
Virginia / Northern Virginia workforce exposure: composite WEI 82 (High, rising) at Q2 2026. IBEW Local 26 holds ~97% market share on NOVA data-center electrical work, with AWS, Microsoft, Google, and Meta simultaneously executing major…
Georgia
Georgia infrastructure workforce exposure: composite WEI 71 (Elevated, rising) through Jun 13, 2026, with MV/substation electricians and pipefitters most constrained across the data-center corridor (Douglas–Bartow), Port of Savannah…
North Carolina
Front-loaded data-center construction pipeline signals elevated electrical and mechanical labor demand.
Signal Briefs
15 publications · View all →A short, recurring read on the top state movers — which markets' exposure rose or eased this quarter and why. Directional and banded; monthly or quarterly, never daily.
This Quarter in Skilled Labor
Q2 2026-to-date (Apr 1–Jun 12): exposure tightened across the South and Southwest — led by Texas, Arizona, Georgia, and Ohio — while California, Massachusetts, and New York eased modestly. Electrical and commissioning trades carry the…
Electrical Labor Availability Is Emerging as a Constraint on AI Infrastructure Delivery
AlphaHire WEI™ reads 79 (Severe, rising) for electrical trades across the TX/VA/GA AI-infrastructure footprint; medium-voltage, substation, and commissioning roles are the most constrained. Directional, banded — not a forecast.
The Apprenticeship Pipeline Gap Is Widening
Public-source data indicate electrical apprentice enrollments are not keeping pace with retirements and demand growth. The five-year training cycle means today's enrollment gap translates directly into journeyman shortfalls in 2028–2031 —…
Electrical Trade Wages Are Moving Faster Than BLS Data Shows
BLS OEWS state-mean wages for electricians are lagging active offer markets in high-demand corridors by a widening margin. Public-source CBA schedules and reported offer bands indicate mission-critical and grid-adjacent electrical work is…
Research Briefs
11 publications · View all →Localized workforce intelligence — short-form reads (5–10 minutes) on metro × role availability and exposure tier.
MV / Substation Electrician
S. South at Q2 2026-to-date.
MV / Substation Electrician
Medium voltage and substation electricians in the Savannah metro (MSA 42340) carry a WEI of 77 (High, rising) at Q2 2026-to-date. A below-average local electrician density (BLS location quotient 0.69), documented wage-driven outmigration…
MV / Substation Electrician
MV/substation electricians in Charlotte-Concord-Gastonia MSA (16740) are operating in a tightening market at Q2 2026-to-date. AlphaHire's composite WEI of 75 (Elevated, rising) reflects simultaneous demand from the region's data center…
MV / Substation Electrician
MV/substation electricians in the Research Triangle (Raleigh-Cary MSA 39580 and Durham-Chapel Hill MSA 20500) are operating under significant supply pressure at Q2 2026-to-date. AlphaHire's composite WEI of 75 (Elevated, rising) reflects…
Quarterly Market Reviews
19 publications · View all →Recurring regional and national market intelligence — quarterly construction labor conditions, wage positioning, contractor concentration, and exposure tier by state.
Infrastructure Watch — July 2026
Monthly WIL signal digest — federal award movers, hiring velocity shifts, WEI tier changes, and the signal of the month for construction workforce planning.
Texas
Employment scale, wage positioning, contractor concentration, and exposure tier for Texas.
California
Construction labor market overview for the largest U.S. construction employment base.
Intelligence Papers
17 publications · View all →Thematic long-form research — sector disruptions, infrastructure-workforce coupling, and leading-indicator analysis.
EV Charging Infrastructure Demand
NEVI corridor awards and utility charging programs as distributed electrical labor demand — EVC-v1.0 directional monitor.
Immigration × Construction Labor Supply
Visa pipeline and enforcement posture as a regional craft-availability modifier — ILS-v1.0 read against CLS supply depth.
Manufacturing Construction Spend
Census C30 manufacturing structures spend and CHIPS fab labor-pool collision — MCS-v1.0 directional monitor.
Where AI Data-Center Construction Is Concentrating
A data center is a construction project long before it is a cloud region. S.
Executive Analysis Packages
10 publications · View all →Decision-oriented derived analysis packaging the research record for executive review.
Ohio Electrical Labor Market
Front-loaded data-center construction pipeline signals elevated electrical and mechanical labor demand.
Arizona Electrical Labor Market
65B grid capital program — all drawing from IBEW Local 640, whose dispatch pool has confirmed over-scale premiums and multi-year backlogs. Arizona holds more cumulative semiconductor investment since 2020 than any other state, with…
Virginia / Northern Virginia Electrical Labor Market
6 MW operational, 2,000+ MW pipeline), IBEW Local 26 membership doubling since 2018 to 14,700+ yet contractors still reporting projects requiring 2–4× current local journeyman availability, Dominion Energy Virginia's multi-billion-dollar…
National Electrical Labor Market
National electrical labor market executive analysis, Q2 2026: composite WEI 79 (High), reflecting a weighted average across top megaproject concentration markets — Ohio (88), Arizona (87), Virginia/NOVA (82), Nevada (78), Tennessee (77),…
Flagship Publications
Annual anchor — occasional by design, at most one per yearThe annual anchor — institutional research establishing a baseline thesis on a major workforce-and-infrastructure question. Rare by design; at most one per year.
Concentrated by Design
0 of the Workforce Concentration Risk Series flagship. Establishes the Q2 2026 baseline with 10 evidence-graded findings: AI data-center demand is concentrating in specific markets and trades faster than workforce or grid capacity can…
Every record carries a document ID, methodology version, confidence tier, and disclosed source families. Reads are directional and banded — not forecasts.