Labor Market Displacement Intelligence

BLS-validated forecasting that flags workforce disruption before it appears in official data.

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What it does

Early-warning signals for county-level labor displacement
Validated against 161,212 real BLS LAUS outcomes
58.5% directional accuracy at 3 months, 64.9% at 6 months

Who it is for

County & State Workforce Agencies

Early warning for resource allocation.

Investment Managers

A systematic labor-market lead indicator.

Employment Attorneys

Pre-WARN-filing intelligence.

Sample signals — live data

Counties the Chandler model independently scores as elevated disruption, corroborated by real WARN Act mass-layoff filings.

100
Imperial County, CA
CRITICAL disruption · 12 WARN filings · 82 workers affected
83
San Francisco County, CA
HIGH disruption · 61 WARN filings · 4,163 workers affected
78
Santa Clara County, CA
HIGH disruption · 182 WARN filings · 9,851 workers affected

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