STRATAHELM · COMMUNITY AI EXPOSURE & RESILIENCE INDEX

Calaveras County, California

CAERI NationalCalifornia › Calaveras County · FIPS 06009 · caeri:06009
47.9
CAERI score (national basis)
25th–50th
National percentile band
#1746
Ranked of 3142 U.S. counties
#39
Ranked in California (of 58)
High
Confidence

Two comparisons, both shown. The national basis ranks Calaveras County against every scored U.S. county — its percentile band above is a relative national standing, not a condition. The in-state basis ranks it against California's other counties (rank and percentile only — bands aren't meaningful within a single state). A county can stand out in its own state while sitting mid-pack nationally. Neither is a forecast.

Pillar breakdown — national percentile ranks

P1 · Direct occupational exposure
24
P2 · Economic concentration
62
P3 · Adaptive capacity (inverted)
34
P4 · Regional buffer (inverted)
35
P5 · Fiscal sensitivity
41
Zone shading marks percentile quartiles; darker and warmer means more concerning. Capacity and buffer bars (inverted before aggregation) read mirrored — for those, a higher percentile is the safer pale end.

What this means for Calaveras County

Calaveras County scores 47.9 on the national CAERI basis — 1746th of 3,142 scored U.S. counties, placing it in the 25th–50th band nationally by percentile, with a high-confidence rating. Within California it ranks 39th of 58 counties (34th in-state percentile). The score summarizes how concentrated local employment is in AI-exposed occupations against the economy's measured capacity to adapt; these are relative-standing bands, not a projection of local job change.

Direct occupational exposure stands at the 24th national percentile. The largest concentrations of locally estimated employment in high-exposure occupations are office clerks, general, secretaries and administrative assistants, except legal, medical, and executive, bookkeeping, accounting, and auditing clerks. The share of exposed-industry jobs held by workers under 25 is 5% — well below the state median of 7%; research on AI-era payrolls finds early-career roles in exposed work are where hiring patterns shift first, so this share indicates how soon exposure could be felt, not how large it is.

The share of exposed-industry jobs held by workers 55 and over is 32% (above the state median) — a higher share historically means slower workforce adjustment when industries restructure. Fiscal sensitivity ranks at the 33rd percentile among California's counties. Census of Governments data shows state aid at 49% of this county's general revenue (well above the state median), and wage- and consumption-sensitive streams (sales, income, and similar own-source taxes, where levied) at 17% of own-source revenue. Property taxes, which respond to economic change more slowly, are counted separately and are not part of that sensitive share. How this state's aid formulas and tax structure carry economic change into local budgets is covered in the state-specific fiscal analysis available to subscribers. All county occupation figures on this page are model-based ESTIMATES with the confidence rating shown above.

Largest locally-estimated employment in high-exposure occupations

Across all 207 high-exposure occupations (top quartile of ensemble exposure) with estimated local employment, Calaveras County has an estimated 2,089 jobs — 20.7% of county employment — carrying an estimated $145M annual wage bill in high-exposure work. The five largest:

OccupationEst. local employment*Exposure (0–1)Median wage (area)
Office Clerks, General2130.44$45,590
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive1420.50$48,960
Bookkeeping, Accounting, and Auditing Clerks1420.51$48,860
Elementary School Teachers, Except Special Education1060.43$81,870
First-Line Supervisors of Office and Administrative Support Workers910.47$63,220
*County-level occupation figures are model-based ESTIMATES, not surveyed counts (see methodology §5 summary); every county carries the confidence rating shown above. Wage = area median.

Age structure of exposed-industry employment

Calaveras CountyCalifornia median
Share of exposed-industry jobs held by workers under 25 (entry rung) 4.9%7.1%
Share of exposed-industry jobs held by workers 55+ (adjustment friction) 32.0%28.8%

🔒 City-level detail for its cities and towns

The county number above averages over every community in it. City- and place-level exposure profiles, employer-mix detail, trend monitoring, and peer benchmarking are part of the CAERI subscription for local governments and regional organizations.

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Cite this page

Canonical identifier: caeri:06009 — this URL is permanent; if the address scheme ever changes, the old address will redirect. StrataHelm. (2026). Calaveras County, California — Community AI Exposure & Resilience Index (CAERI v0.3.1) [Data set]. Retrieved August 4, 2026, from https://stratahelm.com/counties/california/calaveras/ “Calaveras County, California — CAERI.” StrataHelm, 2026, stratahelm.com/counties/california/calaveras/. Accessed 4 August 2026. StrataHelm. “Calaveras County, California — Community AI Exposure and Resilience Index (v0.3.1).” 2026. https://stratahelm.com/counties/california/calaveras/
Embed this county's score card — attribution to StrataHelm CAERI and the link back are part of the embedded page and cannot be stripped:<iframe src="https://stratahelm.com/counties/california/calaveras/embed/" width="420" height="275" loading="lazy" title="CAERI — Calaveras County, CA"></iframe>

Machine-readable: this county's JSON · national dataset download and data dictionary on the methodology page.

Nearby and comparable counties

Kern Co., CA (in state)San Joaquin Co., CA (in state)Stanislaus Co., CA (in state)Merrimack Co., NH (similar score)Greene Co., AR (similar score)Cottonwood Co., MN (similar score)

Links point to the economically nearest counties (in-state, and similar national score). County-level geographic adjacency is not part of the public reference data, so proximity here is by rank, not by shared border.

Sources & provenance

LayerSources (vintage)
Employment & occupation structurecbp_ca_county_naics4: Census CBP 2023 API (NAICS2017 classification; PAYANN in $1,000s; noise infusion G/H/J bands, D = withheld -&gt; NaN); county_soc_estimates.meta_ca.json; exposure_scores: 2026-07-04; matrix_staffing_patterns: 2024-34 National Employment Matrix (base year 2024)
AI-exposure research baseAnthropic Economic Index; Felten, Raj & Seamans (AIOE); Eloundou et al. — combined as a weighted ensemble with cross-source disagreement feeding the confidence rating
Capacity, buffer & fiscalgovfin_ca_county_revenue_mix: 2022 Census of Governments, Survey of Government Finances; lodes_ca_county_flows: LEHD LODES8 OD 2023, JT00/S000; sources: ca_main, ca_aux, az_aux, nv_aux, or_aux; qwi_ca_county_naics3_age: Census QWI (qwi/sa), quarters [&#x27;2024-Q4&#x27;, &#x27;2025-Q1&#x27;, &#x27;2025-Q2&#x27;, &#x27;2025-Q3&#x27;], sex=0, ownercode=A05 (private), 96 NAICS-3 + &#x27;00&#x27; all-industry
MethodologyCAERI v0.3.1 · public methodology · scores generated 2026-07-12 · page generated 2026-08-04
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