STRATAHELM · COMMUNITY AI EXPOSURE & RESILIENCE INDEX

Oceana County, Michigan

CAERI NationalMichigan › Oceana County · FIPS 26127 · caeri:26127
38.1
CAERI score (national basis)
Bottom 25%
National percentile band
#2754
Ranked of 3142 U.S. counties
#71
Ranked in Michigan (of 83)
Medium
Confidence

Two comparisons, both shown. The national basis ranks Oceana 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 Michigan'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
5
P2 · Economic concentration
71
P3 · Adaptive capacity (inverted)
31
P4 · Regional buffer (inverted)
58
P5 · Fiscal sensitivity
7
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.
Data-quality notice for this county. This is disclosed rather than smoothed over; the confidence rating above reflects it.

What this means for Oceana County

Oceana County scores 38.1 on the national CAERI basis — 2754th of 3,142 scored U.S. counties, placing it in the Bottom 25% band nationally by percentile, with a medium-confidence rating. Within Michigan it ranks 71st of 83 counties (15th 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 5th national percentile. The largest concentrations of locally estimated employment in high-exposure occupations are office clerks, general, elementary school teachers, except special education, secondary school teachers, except special and career/technical education. The share of exposed-industry jobs held by workers under 25 is 10% — 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 32% (well above the state median) — a higher share historically means slower workforce adjustment when industries restructure. Fiscal sensitivity ranks at the 36th percentile among Michigan's counties. Census of Governments data shows state aid at 36% 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 0% 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 177 high-exposure occupations (top quartile of ensemble exposure) with estimated local employment, Oceana County has an estimated 859 jobs — 14.8% of county employment — carrying an estimated $53M annual wage bill in high-exposure work. The five largest:

OccupationEst. local employment*Exposure (0–1)Median wage (area)
Office Clerks, General760.44$40,200
Elementary School Teachers, Except Special Education540.43$61,330
Secondary School Teachers, Except Special and Career/Technical Education450.49$64,390
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products420.43$65,230
Customer Service Representatives380.42$38,860
*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

Oceana CountyMichigan median
Share of exposed-industry jobs held by workers under 25 (entry rung) 10.0%8.9%
Share of exposed-industry jobs held by workers 55+ (adjustment friction) 31.7%27.0%

🔒 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:26127 — this URL is permanent; if the address scheme ever changes, the old address will redirect. StrataHelm. (2026). Oceana County, Michigan — Community AI Exposure & Resilience Index (CAERI v0.3.1) [Data set]. Retrieved August 4, 2026, from https://stratahelm.com/counties/michigan/oceana/ “Oceana County, Michigan — CAERI.” StrataHelm, 2026, stratahelm.com/counties/michigan/oceana/. Accessed 4 August 2026. StrataHelm. “Oceana County, Michigan — Community AI Exposure and Resilience Index (v0.3.1).” 2026. https://stratahelm.com/counties/michigan/oceana/
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Machine-readable: this county's JSON · national dataset download and data dictionary on the methodology page.

Nearby and comparable counties

Iron Co., MI (in state)Missaukee Co., MI (in state)Barry Co., MI (in state)White Co., IL (similar score)Perry Co., TN (similar score)Humboldt Co., NV (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_mi_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_mi.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_mi_county_revenue_mix: 2022 Census of Governments, Survey of Government Finances; lodes_mi_county_flows: LEHD LODES8 OD 2021, JT00/S000; sources: mi_main, mi_aux, il_aux, in_aux, mn_aux, oh_aux, wi_aux; qwi_mi_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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