STRATAHELM · COMMUNITY AI EXPOSURE & RESILIENCE INDEX

Goodhue County, Minnesota

CAERI NationalMinnesota › Goodhue County · FIPS 27049 · caeri:27049
35.5
CAERI score (national basis)
Bottom 25%
National percentile band
#2920
Ranked of 3142 U.S. counties
#64
Ranked in Minnesota (of 87)
High
Confidence

Two comparisons, both shown. The national basis ranks Goodhue 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.

Pillar breakdown — national percentile ranks

P1 · Direct occupational exposure
32
P2 · Economic concentration
15
P3 · Adaptive capacity (inverted)
56
P4 · Regional buffer (inverted)
27
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 Goodhue County

Goodhue County scores 35.5 on the national CAERI basis — 2920th of 3,142 scored U.S. counties, placing it in the Bottom 25% band nationally by percentile, with a high-confidence rating. Within Minnesota it ranks 64th of 87 counties (27th 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 32nd national percentile. The largest concentrations of locally estimated employment in high-exposure occupations are office clerks, general, elementary school teachers, except special education, secretaries and administrative assistants, except legal, medical, and executive. The share of exposed-industry jobs held by workers under 25 is 11% — 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 28% (near the state median) — a higher share historically means slower workforce adjustment when industries restructure. Fiscal sensitivity ranks at the 63rd 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, 16% of general revenue here (well below 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 contribute 3% of own-source revenue and track taxable retail activity. 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.

Largest locally-estimated employment in high-exposure occupations

Across all 203 high-exposure occupations (top quartile of ensemble exposure) with estimated local employment, Goodhue County has an estimated 4,508 jobs — 19.4% of county employment — carrying an estimated $297M annual wage bill in high-exposure work. The five largest:

OccupationEst. local employment*Exposure (0–1)Median wage (area)
Office Clerks, General4070.44$43,570
Elementary School Teachers, Except Special Education2450.43$61,670
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive2350.50$49,030
Customer Service Representatives2350.42$45,720
Bookkeeping, Accounting, and Auditing Clerks2070.51$48,620
*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

Goodhue CountyMinnesota median
Share of exposed-industry jobs held by workers under 25 (entry rung) 10.6%10.0%
Share of exposed-industry jobs held by workers 55+ (adjustment friction) 27.9%28.6%

🔒 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:27049 — this URL is permanent; if the address scheme ever changes, the old address will redirect. StrataHelm. (2026). Goodhue County, Minnesota — Community AI Exposure & Resilience Index (CAERI v0.3.1) [Data set]. Retrieved August 4, 2026, from https://stratahelm.com/counties/minnesota/goodhue/ “Goodhue County, Minnesota — CAERI.” StrataHelm, 2026, stratahelm.com/counties/minnesota/goodhue/. Accessed 4 August 2026. StrataHelm. “Goodhue County, Minnesota — Community AI Exposure and Resilience Index (v0.3.1).” 2026. https://stratahelm.com/counties/minnesota/goodhue/
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Machine-readable: this county's JSON · national dataset download and data dictionary on the methodology page.

Nearby and comparable counties

Clearwater Co., MN (in state)Kittson Co., MN (in state)Itasca Co., MN (in state)Schoolcraft Co., MI (similar score)Edwards Co., KS (similar score)Van Buren Co., TN (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_mn_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.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_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 [&#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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