STRATAHELM · COMMUNITY AI EXPOSURE & RESILIENCE INDEX

Adair County, Kentucky

CAERI NationalKentucky › Adair County · FIPS 21001 · caeri:21001
45.8
CAERI score (national basis)
25th–50th
National percentile band
#2015
Ranked of 3142 U.S. counties
#79
Ranked in Kentucky (of 120)
Medium
Confidence

Two comparisons, both shown. The national basis ranks Adair 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 Kentucky'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
48
P2 · Economic concentration
43
P3 · Adaptive capacity (inverted)
56
P4 · Regional buffer (inverted)
78
P5 · Fiscal sensitivity
70
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 Adair County

Adair County scores 45.8 on the national CAERI basis — 2015th of 3,142 scored U.S. counties, placing it in the 25th–50th band nationally by percentile, with a medium-confidence rating. Within Kentucky it ranks 79th of 120 counties (35th 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 48th national percentile. The largest concentrations of locally estimated employment in high-exposure occupations are customer service representatives, office clerks, general, elementary school teachers, except special education. The share of exposed-industry jobs held by workers under 25 is 13% — well above the state median of 10%; 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 24% (near the state median) — a higher share historically means slower workforce adjustment when industries restructure. Fiscal sensitivity ranks at the 45th percentile among Kentucky's counties. Census of Governments data shows state aid at 28% 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 40% 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 184 high-exposure occupations (top quartile of ensemble exposure) with estimated local employment, Adair County has an estimated 1,044 jobs — 20.8% of county employment — carrying an estimated $54M annual wage bill in high-exposure work. The five largest:

OccupationEst. local employment*Exposure (0–1)Median wage (area)
Customer Service Representatives930.42$33,450
Office Clerks, General640.44$33,840
Elementary School Teachers, Except Special Education530.43$51,670
Bookkeeping, Accounting, and Auditing Clerks500.51$39,420
Medical Secretaries and Administrative Assistants470.57$35,550
*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

Adair CountyKentucky median
Share of exposed-industry jobs held by workers under 25 (entry rung) 13.0%9.6%
Share of exposed-industry jobs held by workers 55+ (adjustment friction) 24.2%23.9%

🔒 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:21001 — this URL is permanent; if the address scheme ever changes, the old address will redirect. StrataHelm. (2026). Adair County, Kentucky — Community AI Exposure & Resilience Index (CAERI v0.3.1) [Data set]. Retrieved August 4, 2026, from https://stratahelm.com/counties/kentucky/adair/ “Adair County, Kentucky — CAERI.” StrataHelm, 2026, stratahelm.com/counties/kentucky/adair/. Accessed 4 August 2026. StrataHelm. “Adair County, Kentucky — Community AI Exposure and Resilience Index (v0.3.1).” 2026. https://stratahelm.com/counties/kentucky/adair/
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Machine-readable: this county's JSON · national dataset download and data dictionary on the methodology page.

Nearby and comparable counties

Clinton Co., KY (in state)Hancock Co., KY (in state)Trimble Co., KY (in state)Shannon Co., MO (similar score)Greeley Co., KS (similar score)Jasper Co., MO (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_ky_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_ky.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_ky_county_revenue_mix: 2022 Census of Governments, Survey of Government Finances; lodes_ky_county_flows: LEHD LODES8 OD 2023, JT00/S000; sources: ky_main, ky_aux, il_aux, in_aux, mo_aux, oh_aux, tn_aux, va_aux, wv_aux; qwi_ky_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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