STRATAHELM · COMMUNITY AI EXPOSURE & RESILIENCE INDEX

Richland County, Wisconsin

CAERI NationalWisconsin › Richland County · FIPS 55103 · caeri:55103
46.6
CAERI score (national basis)
25th–50th
National percentile band
#1913
Ranked of 3142 U.S. counties
#32
Ranked in Wisconsin (of 72)
Medium
Confidence

Two comparisons, both shown. The national basis ranks Richland 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 Wisconsin'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
40
P2 · Economic concentration
42
P3 · Adaptive capacity (inverted)
30
P4 · Regional buffer (inverted)
58
P5 · Fiscal sensitivity
22
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 Richland County

Richland County scores 46.6 on the national CAERI basis — 1913th of 3,142 scored U.S. counties, placing it in the 25th–50th band nationally by percentile, with a medium-confidence rating. Within Wisconsin it ranks 32nd of 72 counties (56th 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 40th 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 10% — 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 33% (well above the state median) — a higher share historically means slower workforce adjustment when industries restructure. Fiscal sensitivity ranks at the 16th state percentile. In Wisconsin the transmission runs through a uniformly taxed property base — the state constitution's uniformity clause bars taxing commercial property at different rates than homes, so softness in commercial values shifts burden across the whole levy — under levy limits tied to net new construction, which constrain how much lost value a community can recapture; and through state shared revenue, 33% of general revenue here (well above the state median). Since 2023, the county and municipal aid appropriation is indexed to state sales-tax collections, so it moves with statewide consumption, not only local conditions. County sales taxes contribute 4% of own-source revenue and track taxable retail activity. Wisconsin 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 184 high-exposure occupations (top quartile of ensemble exposure) with estimated local employment, Richland County has an estimated 1,134 jobs — 20.8% of county employment — carrying an estimated $67M annual wage bill in high-exposure work. The five largest:

OccupationEst. local employment*Exposure (0–1)Median wage (area)
Office Clerks, General1300.44$42,020
Customer Service Representatives860.42$42,690
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive680.50$44,620
Bookkeeping, Accounting, and Auditing Clerks570.51$47,530
First-Line Supervisors of Office and Administrative Support Workers520.47$63,810
*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

Richland CountyWisconsin median
Share of exposed-industry jobs held by workers under 25 (entry rung) 10.5%9.7%
Share of exposed-industry jobs held by workers 55+ (adjustment friction) 33.0%28.7%

🔒 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.

Request city-level access

Cite this page

Canonical identifier: caeri:55103 — this URL is permanent; if the address scheme ever changes, the old address will redirect. StrataHelm. (2026). Richland County, Wisconsin — Community AI Exposure & Resilience Index (CAERI v0.3.1) [Data set]. Retrieved August 4, 2026, from https://stratahelm.com/counties/wisconsin/richland/ “Richland County, Wisconsin — CAERI.” StrataHelm, 2026, stratahelm.com/counties/wisconsin/richland/. Accessed 4 August 2026. StrataHelm. “Richland County, Wisconsin — Community AI Exposure and Resilience Index (v0.3.1).” 2026. https://stratahelm.com/counties/wisconsin/richland/
Embed this county's score card — attribution to StrataHelm CAERI and the link back are part of the embedded page and cannot be stripped:<iframe src="https://stratahelm.com/counties/wisconsin/richland/embed/" width="420" height="275" loading="lazy" title="CAERI — Richland County, WI"></iframe>

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

Nearby and comparable counties

Trempealeau Co., WI (in state)Kenosha Co., WI (in state)Eau Claire Co., WI (in state)Reynolds Co., MO (similar score)Saline Co., IL (similar score)Madison Co., LA (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_wi_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_wi.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_wi_county_revenue_mix: 2022 Census of Governments, Survey of Government Finances; lodes_wi_county_flows: LEHD LODES8 OD 2023, JT00/S000; sources: wi_main, wi_aux, ia_aux, il_aux, mn_aux; qwi_wi_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
LicenseFree to reuse under a Creative Commons Attribution 4.0 International (CC BY 4.0) license: reuse or redistribute with attribution to &ldquo;StrataHelm CAERI&rdquo; and a link back to this page. https://creativecommons.org/licenses/by/4.0/