STRATAHELM · COMMUNITY AI EXPOSURE & RESILIENCE INDEX

Adams County, Iowa

CAERI NationalIowa › Adams County · FIPS 19003 · caeri:19003
30.8
CAERI score (national basis)
Bottom 25%
National percentile band
#3081
Ranked of 3142 U.S. counties
#94
Ranked in Iowa (of 99)
Low
Confidence

Two comparisons, both shown. The national basis ranks Adams 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 Iowa'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
39
P2 · Economic concentration
8
P3 · Adaptive capacity (inverted)
56
P4 · Regional buffer (inverted)
84
P5 · Fiscal sensitivity
30
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 Adams County

Adams County scores 30.8 on the national CAERI basis — 3081st of 3,142 scored U.S. counties, placing it in the Bottom 25% band nationally by percentile, with a low-confidence rating. Within Iowa it ranks 94th of 99 counties (6th 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 39th national percentile. The largest concentrations of locally estimated employment in high-exposure occupations are elementary school teachers, except special education, accountants and auditors, office clerks, general. The share of exposed-industry jobs held by workers under 25 is 8% — well below the state median of 11%; 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% (below the state median) — a higher share historically means slower workforce adjustment when industries restructure. Fiscal sensitivity ranks at the 42nd percentile among Iowa's counties. Census of Governments data shows state aid at 30% 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 7% 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 170 high-exposure occupations (top quartile of ensemble exposure) with estimated local employment, Adams County has an estimated 295 jobs — 20.7% of county employment — carrying an estimated $18M annual wage bill in high-exposure work. The five largest:

OccupationEst. local employment*Exposure (0–1)Median wage (area)
Elementary School Teachers, Except Special Education190.43$50,510
Accountants and Auditors150.48$62,230
Office Clerks, General140.44$38,900
Customer Service Representatives110.42$36,880
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products100.43$62,020
*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

Adams CountyIowa median
Share of exposed-industry jobs held by workers under 25 (entry rung) 7.9%11.0%
Share of exposed-industry jobs held by workers 55+ (adjustment friction) 23.7%27.9%

🔒 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:19003 — this URL is permanent; if the address scheme ever changes, the old address will redirect. StrataHelm. (2026). Adams County, Iowa — Community AI Exposure & Resilience Index (CAERI v0.3.1) [Data set]. Retrieved August 4, 2026, from https://stratahelm.com/counties/iowa/adams/ “Adams County, Iowa — CAERI.” StrataHelm, 2026, stratahelm.com/counties/iowa/adams/. Accessed 4 August 2026. StrataHelm. “Adams County, Iowa — Community AI Exposure and Resilience Index (v0.3.1).” 2026. https://stratahelm.com/counties/iowa/adams/
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/iowa/adams/embed/" width="420" height="275" loading="lazy" title="CAERI — Adams County, IA"></iframe>

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

Nearby and comparable counties

Winneshiek Co., IA (in state)Wapello Co., IA (in state)Clarke Co., IA (in state)Box Butte Co., NE (similar score)Lowndes Co., MS (similar score)Petroleum Co., MT (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_ia_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_ia.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_ia_county_revenue_mix: 2022 Census of Governments, Survey of Government Finances; lodes_ia_county_flows: LEHD LODES8 OD 2023, JT00/S000; sources: ia_main, ia_aux, il_aux, mn_aux, mo_aux, ne_aux, sd_aux, wi_aux; qwi_ia_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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