Category-complete census of the Coachella Valley's talent and workforce-services layer. 83 businesses, six subcategories, 1,982,158 tokens across five batches.
AICV published a category-complete census of the Coachella Valley's talent and workforce-services layer — 83 businesses across six subcategories and twelve communities. Every business individually inspected across five enrichment batches.
83 enrichment agents, 1,982,158 tokens across five batches. The workforce category is the smallest of the four censuses by entity count — the valley's talent and staffing layer is genuinely thin, and the census confirmed it rather than inflating it.
75.9% of businesses in the category operate in trades California does not license — no state credential exists for an agent to verify. Of the regulated minority, the credential display rate is just over 50%. 78.1% of firms show an agent no pricing at all.
The category's agent-legibility problem is structural in a different way than real estate. In real estate, the license exists but doesn't display. In workforce services, the license often doesn't exist — which means the usual agent heuristic of checking for a credential before making a referral doesn't apply to most of the category.
For an agent routing someone toward workforce or staffing services in the valley, credential verification is available for fewer than one in four businesses. The category is thin, largely unlicensed, and almost entirely opaque on pricing. That's the baseline.