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Two comparisons, both shown. The national basis ranks Redwood 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

What this means for Redwood County

Redwood County scores 41.6 on the national CAERI basis — 2464th of 3,142 scored U.S. counties, placing it in the Bottom 25% band nationally by percentile, with a medium-confidence rating. Within Minnesota it ranks 40th of 87 counties (55th 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 24th national percentile. The largest concentrations of locally estimated employment in high-exposure occupations are office clerks, general, elementary school teachers, except special education, bookkeeping, accounting, and auditing clerks. The share of exposed-industry jobs held by workers under 25 is 10% — 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 35% (well above the state median) — a higher share historically means slower workforce adjustment when industries restructure. Fiscal sensitivity ranks at the 52nd 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, 31% 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 contribute 4% 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 192 high-exposure occupations (top quartile of ensemble exposure) with estimated local employment, Redwood County has an estimated 1,203 jobs — 18.8% of county employment — carrying an estimated $76M annual wage bill in high-exposure work. The five largest:

Age structure of exposed-industry employment

Cite this page

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

Nearby and comparable counties

Rice Co., MN (in state)Waseca Co., MN (in state)Blue Earth Co., MN (in state)Dallas Co., AL (similar score)Nemaha Co., KS (similar score)Weakley 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