Two comparisons, both shown. The national basis ranks Wilson 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 Kansas'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.
Wilson County scores 58.9 on the national CAERI basis — 641st of 3,142 scored U.S. counties, placing it in the 75th–90th band nationally by percentile, with a low-confidence rating. Within Kansas it ranks 13th of 105 counties (88th 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 62nd national percentile. The largest concentrations of locally estimated employment in high-exposure occupations are secretaries and administrative assistants, except legal, medical, and executive, elementary school teachers, except special education, secondary school teachers, except special and career/technical education. The share of exposed-industry jobs held by workers under 25 is 6% — well below 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 30% (above the state median) — a higher share historically means slower workforce adjustment when industries restructure. Fiscal sensitivity ranks at the 37th percentile among Kansas's counties. Census of Governments data shows state aid at 1% 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 4% 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.
Across all 176 high-exposure occupations (top quartile of ensemble exposure) with estimated local employment, Wilson County has an estimated 1,126 jobs — 23.8% of county employment — carrying an estimated $66M annual wage bill in high-exposure work. The five largest:
| Occupation | Est. local employment* | Exposure (0–1) | Median wage (area) |
|---|---|---|---|
| Secretaries and Administrative Assistants, Except Legal, Medical, and Executive | 86 | 0.50 | $36,480 |
| Elementary School Teachers, Except Special Education | 81 | 0.43 | $48,230 |
| Secondary School Teachers, Except Special and Career/Technical Education | 70 | 0.49 | $51,240 |
| Bookkeeping, Accounting, and Auditing Clerks | 68 | 0.51 | $43,380 |
| Customer Service Representatives | 55 | 0.42 | $34,550 |
| Wilson County | Kansas median | |
|---|---|---|
| Share of exposed-industry jobs held by workers under 25 (entry rung) | 6.4% | 9.5% |
| Share of exposed-industry jobs held by workers 55+ (adjustment friction) | 30.1% | 28.9% |
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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StrataHelm. (2026). Wilson County, Kansas — Community AI Exposure & Resilience Index (CAERI v0.3.1) [Data set]. Retrieved August 4, 2026, from https://stratahelm.com/counties/kansas/wilson/
“Wilson County, Kansas — CAERI.” StrataHelm, 2026, stratahelm.com/counties/kansas/wilson/. Accessed 4 August 2026.
StrataHelm. “Wilson County, Kansas — Community AI Exposure and Resilience Index (v0.3.1).” 2026. https://stratahelm.com/counties/kansas/wilson/
Machine-readable: this county's JSON · national dataset download and data dictionary on the methodology page.
Hodgeman Co., KS (in state)Stanton Co., KS (in state)Leavenworth Co., KS (in state)Bath Co., VA (similar score)Vernon Co., LA (similar score)Schuyler Co., NY (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.
| Layer | Sources (vintage) |
|---|---|
| Employment & occupation structure | cbp_ks_county_naics4: Census CBP 2023 API (NAICS2017 classification; PAYANN in $1,000s; noise infusion G/H/J bands, D = withheld -> NaN); county_soc_estimates.meta_ks.json; exposure_scores: 2026-07-04; matrix_staffing_patterns: 2024-34 National Employment Matrix (base year 2024) |
| AI-exposure research base | Anthropic Economic Index; Felten, Raj & Seamans (AIOE); Eloundou et al. — combined as a weighted ensemble with cross-source disagreement feeding the confidence rating |
| Capacity, buffer & fiscal | govfin_ks_county_revenue_mix: 2022 Census of Governments, Survey of Government Finances; lodes_ks_county_flows: LEHD LODES8 OD 2023, JT00/S000; sources: ks_main, ks_aux, co_aux, mo_aux, ne_aux, ok_aux; qwi_ks_county_naics3_age: Census QWI (qwi/sa), quarters ['2024-Q4', '2025-Q1', '2025-Q2', '2025-Q3'], sex=0, ownercode=A05 (private), 96 NAICS-3 + '00' all-industry |
| Methodology | CAERI v0.3.1 · public methodology · scores generated 2026-07-12 · page generated 2026-08-04 |
| License | Free to reuse under a Creative Commons Attribution 4.0 International (CC BY 4.0) license: reuse or redistribute with attribution to “StrataHelm CAERI” and a link back to this page. https://creativecommons.org/licenses/by/4.0/ |