Ben Kim·Economics & Policy
CLChanging Labor
Landscape
Data through Aug. 2026

United States · State-level evidence atlas

AI adoption and the labor market—mapped together.

Compare what businesses report about AI use with observed employment and wage change. Select a state on either map to follow the same geography across both datasets.

AI adoptionCensus BTOSReference period ending Aug. 23, 2026
Labor outcomesBLS QCEWPreliminary data through Q1 2026
InterpretationDescriptive evidenceNo causal attribution to AI

Step 1 · Census BTOS + BLS QCEW

View AI adoption and the labor market together.

Choose a labor measure, industry, and quarter. Both maps follow the same selected state so you can inspect the pattern and make your own comparison.

U.S. businesses using AI22.4%Census BTOS · Aug. 23, 2026
U.S. net employment+19 / 10kBLS QCEW · 2026 Q1 · All private industries
Selected geographyTXTexas · click either map
AI adoptionBusinesses using AI nowStatewide · all business functions
share of employer businesses · percent
LowerHigher
Current business AI use by stateALAKAZCOFLGAINKSMEMNNCNDOKPASDTXWYMOWVILNMARCAHIIAKYMIMSMTNYOHORTNUTVAWAWINESCIDNVLADC

Census BTOS · Aug. 23, 2026. Gray = suppressed.

Labor marketNet employment · All private industries2026 Q1 versus one year earlier
net employment change per 10k prior-year jobs
DeclineGain
Where private-sector employment is rising or falling by stateALAKAZCOFLGAINKSMEMNNCNDOKPASDTXWYMOWVILNMARCAHIIAKYMIMSMTNYOHORTNUTVAWAWINESCIDNVLADC

BLS QCEW · 2026 Q1. Coral = net decline; green = net gain; gray = suppressed or unavailable.

TX
TexasSelected on both maps
AI adoption25.9%Rank #9 of 49
Net employment+77 / 10kAll private industries · 2026 Q1
Employment+0.8%12-month change
Weekly wage+3.7%12-month change
Read the maps together, not as cause and effect.

The AI estimate is statewide and later than the selected labor quarter. Similar colors may suggest a place worth investigating; they do not show that AI produced the labor-market change.

National industry view

Where business AI use is concentrated.

Sector adoption is national—not state by sector—so it remains separate from the state labor map.
InformationCurrent
46.0%Expected 48.6%
Professional, Scientific, and Technical ServicesCurrent
41.9%Expected 46.5%
Finance and InsuranceCurrent
40.0%Expected 45.8%
Educational ServicesCurrent
33.8%Expected 41.3%
ManufacturingCurrent
20.3%Expected 23.3%
Retail TradeCurrent
15.2%Expected 18.2%
Next
Go deeper into labor-market outcomes.

Change quarters and industries, inspect the signed net-employment pattern, and compare it with pay.