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Two comparisons, both shown. The national basis ranks Ramsey 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 Ramsey County

Ramsey County scores 53.7 on the national CAERI basis — 1138th of 3,142 scored U.S. counties, placing it in the 50th–75th band nationally by percentile, with a high-confidence rating. Within Minnesota it ranks 6th of 87 counties (94th 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 94th national percentile. The largest concentrations of locally estimated employment in high-exposure occupations are customer service representatives, office clerks, general, software developers. The share of exposed-industry jobs held by workers under 25 is 8% — 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 23% (well below the state median) — a higher share historically means slower workforce adjustment when industries restructure. Fiscal sensitivity ranks at the 71st 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, 12% 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 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 214 high-exposure occupations (top quartile of ensemble exposure) with estimated local employment, Ramsey County has an estimated 111,124 jobs — 31.8% of county employment — carrying an estimated $9B 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

Pope Co., MN (in state)Dodge Co., MN (in state)Fillmore Co., MN (in state)Summit Co., CO (similar score)Jerauld Co., SD (similar score)Harrison 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.

Sources & provenance