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California — AI workforce exposure by county

CAERI National › California · 58 counties

Every one of California's 58 counties is scored on the Community AI Exposure & Resilience Index, built entirely from public federal data. Click any county — on the map or in the table — for its full profile. County pages carry a neutral, data-only fiscal summary; a researched state-specific fiscal analysis is part of the subscription.

Counties by national percentile band

Alameda — CAERI 59.9 (75th–90th, national)Alpine — CAERI 55.0 (50th–75th, national)Amador — CAERI 53.4 (50th–75th, national)Butte — CAERI 57.7 (75th–90th, national)Calaveras — CAERI 49.9 (50th–75th, national)Colusa — CAERI 41.8 (Bottom 25%, national)Contra Costa — CAERI 61.7 (75th–90th, national)Del Norte — CAERI 54.2 (50th–75th, national)El Dorado — CAERI 60.9 (75th–90th, national)Fresno — CAERI 48.7 (25th–50th, national)Glenn — CAERI 42.6 (25th–50th, national)Humboldt — CAERI 48.2 (25th–50th, national)Imperial — CAERI 38.7 (Bottom 25%, national)Inyo — CAERI 57.8 (75th–90th, national)Kern — CAERI 45.5 (25th–50th, national)Kings — CAERI 44.0 (25th–50th, national)Lake — CAERI 46.8 (25th–50th, national)Lassen — CAERI 47.3 (25th–50th, national)Los Angeles — CAERI 54.1 (50th–75th, national)Madera — CAERI 40.2 (Bottom 25%, national)Marin — CAERI 63.2 (75th–90th, national)Mariposa — CAERI 54.4 (50th–75th, national)Mendocino — CAERI 46.1 (25th–50th, national)Merced — CAERI 47.3 (25th–50th, national)Modoc — CAERI 51.7 (50th–75th, national)Mono — CAERI 49.1 (25th–50th, national)Monterey — CAERI 55.6 (50th–75th, national)Napa — CAERI 56.8 (50th–75th, national)Nevada — CAERI 58.9 (75th–90th, national)Orange — CAERI 57.7 (75th–90th, national)Placer — CAERI 61.1 (75th–90th, national)Plumas — CAERI 56.9 (50th–75th, national)Riverside — CAERI 50.9 (50th–75th, national)Sacramento — CAERI 60.3 (75th–90th, national)San Benito — CAERI 54.5 (50th–75th, national)San Bernardino — CAERI 46.2 (25th–50th, national)San Diego — CAERI 63.3 (75th–90th, national)San Francisco — CAERI 65.3 (Top 10%, national)San Joaquin — CAERI 48.0 (25th–50th, national)San Luis Obispo — CAERI 57.6 (75th–90th, national)San Mateo — CAERI 65.9 (Top 10%, national)Santa Barbara — CAERI 57.2 (50th–75th, national)Santa Clara — CAERI 65.2 (Top 10%, national)Santa Cruz — CAERI 62.2 (75th–90th, national)Shasta — CAERI 49.4 (25th–50th, national)Sierra — CAERI 69.1 (Top 10%, national)Siskiyou — CAERI 42.3 (Bottom 25%, national)Solano — CAERI 48.2 (25th–50th, national)Sonoma — CAERI 55.6 (50th–75th, national)Stanislaus — CAERI 48.6 (25th–50th, national)Sutter — CAERI 53.9 (50th–75th, national)Tehama — CAERI 44.0 (25th–50th, national)Trinity — CAERI 41.7 (Bottom 25%, national)Tulare — CAERI 43.1 (25th–50th, national)Tuolumne — CAERI 47.0 (25th–50th, national)Ventura — CAERI 57.4 (75th–90th, national)Yolo — CAERI 51.9 (50th–75th, national)Yuba — CAERI 51.7 (50th–75th, national)
Top 10%75th–90th50th–75th25th–50thBottom 25%
Shaded by national percentile band — relative standing among all U.S. counties, not a condition. Grey = not scored (no general-purpose county government).
US rankCounty / equivalent CAERINat'l band State rankConfidence
86 Sierra 69.1 Top 10% 4Low
194 San Mateo 65.9 Top 10% 2High
224 San Francisco 65.3 Top 10% 1High
227 Santa Clara 65.2 Top 10% 3High
324 San Diego 63.3 75th–90th 5High
331 Marin 63.2 75th–90th 6Medium
396 Santa Cruz 62.2 75th–90th 10High
437 Contra Costa 61.7 75th–90th 9High
479 Placer 61.1 75th–90th 8Medium
501 El Dorado 60.9 75th–90th 12Medium
541 Sacramento 60.3 75th–90th 7High
574 Alameda 59.9 75th–90th 16High
659 Nevada 58.9 75th–90th 13Medium
737 Inyo 57.8 75th–90th 11Medium
745 Butte 57.7 75th–90th 18High
746 Orange 57.7 75th–90th 14High
754 San Luis Obispo 57.6 75th–90th 22High
778 Ventura 57.4 75th–90th 26High
794 Santa Barbara 57.2 50th–75th 23High
826 Plumas 56.9 50th–75th 17Medium
840 Napa 56.8 50th–75th 21High
943 Sonoma 55.6 50th–75th 27High
951 Monterey 55.6 50th–75th 15High
1019 Alpine 55.0 50th–75th 28Low
1075 San Benito 54.5 50th–75th 34Medium
1081 Mariposa 54.4 50th–75th 25Medium
1100 Del Norte 54.2 50th–75th 19Medium
1120 Los Angeles 54.1 50th–75th 30High
1134 Sutter 53.9 50th–75th 20High
1173 Amador 53.4 50th–75th 24Medium
1325 Yolo 51.9 50th–75th 40High
1342 Modoc 51.7 50th–75th 35Low
1350 Yuba 51.7 50th–75th 32High
1445 Riverside 50.9 50th–75th 29High
1554 Calaveras 49.9 50th–75th 33High
1606 Shasta 49.4 25th–50th 36High
1633 Mono 49.1 25th–50th 31Medium
1683 Fresno 48.7 25th–50th 47High
1695 Stanislaus 48.6 25th–50th 43High
1732 Humboldt 48.2 25th–50th 39High
1733 Solano 48.2 25th–50th 42High
1761 San Joaquin 48.0 25th–50th 37High
1829 Merced 47.3 25th–50th 48High
1831 Lassen 47.3 25th–50th 38Medium
1868 Tuolumne 47.0 25th–50th 41Medium
1892 Lake 46.8 25th–50th 44High
1959 San Bernardino 46.2 25th–50th 52High
1979 Mendocino 46.1 25th–50th 45High
2042 Kern 45.5 25th–50th 55High
2203 Tehama 44.0 25th–50th 50High
2204 Kings 44.0 25th–50th 46High
2294 Tulare 43.1 25th–50th 53High
2350 Glenn 42.6 25th–50th 57Medium
2371 Siskiyou 42.3 Bottom 25% 54Medium
2413 Colusa 41.8 Bottom 25% 49Medium
2430 Trinity 41.7 Bottom 25% 51Medium
2566 Madera 40.2 Bottom 25% 58High
2692 Imperial 38.7 Bottom 25% 56High
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