STRATAHELM · COMMUNITY AI EXPOSURE & RESILIENCE INDEX

Poweshiek County, Iowa

CAERI National › Iowa › Poweshiek County · FIPS 19157 · caeri:19157
44.0
CAERI score (national basis)
25th–50th
National percentile band
#2196
Ranked of 3142 U.S. counties
#48
Ranked in Iowa (of 99)
Medium
Confidence

Two comparisons, both shown. The national basis ranks Poweshiek 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
64
P2 · Economic concentration
28
P3 · Adaptive capacity (inverted)
60
P4 · Regional buffer (inverted)
84
P5 · Fiscal sensitivity
46
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 Poweshiek County

Poweshiek County scores 44.0 on the national CAERI basis — 2196th of 3,142 scored U.S. counties, placing it in the 25th–50th band nationally by percentile, with a medium-confidence rating. Within Iowa it ranks 48th of 99 counties (52th 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 64th national percentile. The largest concentrations of locally estimated employment in high-exposure occupations are elementary school teachers, except special education, office clerks, general, customer service representatives. The share of exposed-industry jobs held by workers under 25 is 7% — 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 28% (near the state median) — a higher share historically means slower workforce adjustment when industries restructure. Fiscal sensitivity ranks at the 63rd percentile among Iowa's counties. Census of Governments data shows state aid at 4% of this county's general revenue (well below the state median), and wage- and consumption-sensitive streams (sales, income, and similar own-source taxes, where levied) at 6% 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 192 high-exposure occupations (top quartile of ensemble exposure) with estimated local employment, Poweshiek County has an estimated 2,522 jobs — 23.7% of county employment — carrying an estimated $156M annual wage bill in high-exposure work. The five largest:

OccupationEstimated local employment*Exposure (0–1)Median wage (area)
Elementary School Teachers, Except Special Education1840.43$49,980
Office Clerks, General1570.44$42,340
Customer Service Representatives1500.42$40,810
Bookkeeping, Accounting, and Auditing Clerks1060.51$46,640
Secondary School Teachers, Except Special and Career/Technical Education990.49$60,010
*These are estimates, and cannot be anything else. No federal survey measures employment by occupation at county level — not for this county, and not for any county in the United States. Every figure in this table is therefore a model-based ESTIMATE built from published federal data, never a count of actual jobs. They are built to compare occupations and places rather than to be read as headcounts, and their accuracy differs by occupation group — our methodology §5.1 publishes the measured error, including the groups we estimate high and the groups we estimate low. Every county also carries the confidence rating shown above. Wage = area median.

Age structure of exposed-industry employment

Poweshiek CountyIowa median
Share of exposed-industry jobs held by workers under 25 (entry rung) 7.0%11.2%
Share of exposed-industry jobs held by workers 55+ (adjustment friction) 28.0%27.8%

🔒 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:19157 — this URL is permanent; if the address scheme ever changes, the old address will redirect. StrataHelm. (2026). Poweshiek County, Iowa — Community AI Exposure & Resilience Index (CAERI v1.0.0) [Data set]. Retrieved October 4, 2026, from https://stratahelm.com/counties/iowa/poweshiek/ “Poweshiek County, Iowa — CAERI.” StrataHelm, 2026, stratahelm.com/counties/iowa/poweshiek/. Accessed 4 October 2026. StrataHelm. “Poweshiek County, Iowa — Community AI Exposure and Resilience Index (v1.0.0).” 2026. https://stratahelm.com/counties/iowa/poweshiek/
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/poweshiek/embed/" width="420" height="275" loading="lazy" title="CAERI — Poweshiek County, IA"></iframe>

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

Nearby and comparable counties

Cass County, IA (in state)Clay County, IA (in state)Calhoun County, IA (in state)Logan County, KY (similar score)Jefferson Davis County, MS (similar score)Crenshaw County, AL (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: 2026-10-02; 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;2025-Q1&#x27;, &#x27;2025-Q2&#x27;, &#x27;2025-Q3&#x27;, &#x27;2025-Q4&#x27;], sex=0, ownercode=A05 (private), 96 NAICS-3 + &#x27;00&#x27; all-industry
MethodologyCAERI v1.0.0 · public methodology · scores generated 2026-10-02 · page generated 2026-10-04
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