Two comparisons, both shown. The national basis ranks Wilkin 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 Minnesota'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.
Wilkin County scores 45.5 on the national CAERI basis — 2044th of 3,142 scored U.S. counties, placing it in the 25th–50th band nationally by percentile, with a medium-confidence rating. Within Minnesota it ranks 29th of 87 counties (67th 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 61st national percentile. The largest concentrations of locally estimated employment in high-exposure occupations are office clerks, general, customer service representatives, secretaries and administrative assistants, except legal, medical, and executive. 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 25% (below the state median) — a higher share historically means slower workforce adjustment when industries restructure. Fiscal sensitivity ranks at the 25th state percentile. In Minnesota the transmission runs through the property-tax base — commercial-industrial property is taxed at higher classification rates than homesteads, so softness in commercial values shifts levy burden or squeezes capacity — and through state aid, 28% of general revenue here (well above the state median): Local Government Aid is financed from the state general fund and moves with statewide economic conditions, not only local ones. Local-option sales taxes are a minimal share of revenue here, leaving property values and state aid as the channels that matter. Minnesota local governments levy no local income tax. All county occupation figures on this page are model-based ESTIMATES with the confidence rating shown above.
Across all 159 high-exposure occupations (top quartile of ensemble exposure) with estimated local employment, Wilkin County has an estimated 458 jobs — 22.3% of county employment — carrying an estimated $29M annual wage bill in high-exposure work. The five largest:
| Occupation | Est. local employment* | Exposure (0–1) | Median wage (area) |
|---|---|---|---|
| Office Clerks, General | 44 | 0.44 | $43,720 |
| Customer Service Representatives | 37 | 0.42 | $46,300 |
| Secretaries and Administrative Assistants, Except Legal, Medical, and Executive | 28 | 0.50 | $47,450 |
| Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products | 27 | 0.43 | $62,280 |
| Elementary School Teachers, Except Special Education | 26 | 0.43 | $61,780 |
| Wilkin County | Minnesota median | |
|---|---|---|
| Share of exposed-industry jobs held by workers under 25 (entry rung) | 12.7% | 10.0% |
| Share of exposed-industry jobs held by workers 55+ (adjustment friction) | 25.1% | 28.6% |
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). Wilkin County, Minnesota — Community AI Exposure & Resilience Index (CAERI v0.3.1) [Data set]. Retrieved August 4, 2026, from https://stratahelm.com/counties/minnesota/wilkin/
“Wilkin County, Minnesota — CAERI.” StrataHelm, 2026, stratahelm.com/counties/minnesota/wilkin/. Accessed 4 August 2026.
StrataHelm. “Wilkin County, Minnesota — Community AI Exposure and Resilience Index (v0.3.1).” 2026. https://stratahelm.com/counties/minnesota/wilkin/
Machine-readable: this county's JSON · national dataset download and data dictionary on the methodology page.
Roseau Co., MN (in state)Marshall Co., MN (in state)Hubbard Co., MN (in state)Shelby Co., OH (similar score)Barry Co., MO (similar score)Humphreys Co., MS (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_mn_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.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_mn_county_revenue_mix: 2022 Census of Governments, Survey of Government Finances; lodes_mn_county_flows: LEHD LODES8 OD 2023, JT00/S000; sources: mn main+aux, wi/nd/sd/ia aux; qwi_mn_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/ |