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Two comparisons, both shown. The national basis ranks Madison 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 Arkansas'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 Madison County

Madison County scores 56.0 on the national CAERI basis — 901st of 3,142 scored U.S. counties, placing it in the 50th–75th band nationally by percentile, with a medium-confidence rating. Within Arkansas it ranks 8th of 75 counties (90th 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 53rd national percentile. The largest concentrations of locally estimated employment in high-exposure occupations are office clerks, general, customer service representatives, first-line supervisors of office and administrative support workers. The share of exposed-industry jobs held by workers under 25 is 12% — well above the state median of 9%; 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% (above the state median) — a higher share historically means slower workforce adjustment when industries restructure. Fiscal sensitivity ranks at the 32nd percentile among Arkansas's counties. Census of Governments data shows state aid at 19% of this county's general revenue (well above the state median), and wage- and consumption-sensitive streams (sales, income, and similar own-source taxes, where levied) at 46% 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.

Largest locally-estimated employment in high-exposure occupations

Across all 189 high-exposure occupations (top quartile of ensemble exposure) with estimated local employment, Madison County has an estimated 772 jobs — 21.1% of county employment — carrying an estimated $45M 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

Garland Co., AR (in state)Lincoln Co., AR (in state)Newton Co., AR (in state)Apache Co., AZ (similar score)Amador Co., CA (similar score)Clayton Co., GA (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