Building a
Constituency in
Rural America.

Who's already at the table
and who isn't.

Picture a room of 100 employed adults from Rural America. Who do you see? A family farmer? A small-town minister? A coal miner? The picture most urban Americans hold of small towns and rural communities is rooted in 1900s nostalgia and is largely disconnected from the realities of nonmetro communities a quarter of the way through the 21st century.

This report is about who actually lives and works in rural counties in 2026, what civic infrastructure they have built and maintain, and where the structural variables — union density, public-sector bargaining, federal employment — still anchor a wage floor. The funding gap that frames the entire question is documented in the companion report, Rural America's Foundation Funding Gap: of every $100 in U.S. private-foundation assets, $1.06 sits in a non-metro foundation. Nearly 96% of foundation grant dollars flow to metropolitan counties. Rural civic organizations keep showing up to do the work anyway.

That disconnect — between 75-year-old stereotypes and rural realities today — is especially consequential in the public-sector and philanthropic institutions that make decisions affecting every rural American from offices and conference rooms in our nation's capital and on the coasts. The funding gap is the first symptom of the disconnect; the workforce-and-civic-infrastructure picture documented in this report is what the gap actually fails to support.

This report uses the U.S. Census Bureau's American Community Survey, the U.S. Department of Agriculture's Rural-Urban Continuum Codes, the Bureau of Labor Statistics' Occupational Employment and Wage Statistics, the Hirsch–Macpherson union-density panel, the DOL Office of Labor-Management Standards filings, and the IRS Exempt Organizations Business Master File. The goal is to give urban-based decision-makers a working picture of Rural America today, correct the misconceptions about small-town life rooted in the last century, and identify where rural civic organizations are doing the work that under-resourced philanthropy has not.

What follows is, in effect, a directory and a strategy. We open with the rural workforce, map the civic infrastructure it has built and maintains, identify the structural labor variable beneath the wage floor, surface the community-life patterns that are quietly carrying capacity that philanthropy has not, and close with concrete recommendations organized by audience: funders, elected officials, and on-the-ground organizers. The funding gap that frames the entire picture is the subject of the companion funding-gap report.

Correcting Rural Stereotypes
Rooted in the 1900s.

Picture a room of 100 employed adults from a non-metropolitan county in the 1950s. Who do you see? Farmers, bankers, small-business owners, a few members of the local clergy. For most Americans the image looks like a Norman Rockwell painting.

That picture is now 75 years old.

To paint a new picture of Rural America today, we looked at the American Community Survey 5-Year Estimates (2019–2023), aggregated across all U.S. counties classified as Non-Metro under the USDA's 2023 Rural-Urban Continuum Codes (RUCC 4–9). The result is a precise picture of the rural workforce.

20.0 million civilian employed adults age 16+ live in Non-Metro counties. Sorted into the 23 occupational major groups defined by the Standard Occupational Classification system, they distribute as follows when scaled to a room of 100.

Representing Rural America today

The most common single occupational major group in rural America is Office and Administrative Support: clerks, secretaries, receptionists, customer-service representatives, bookkeepers, postal workers, court clerks, 911 dispatchers, bank tellers. Ten of every 100 rural workers do this work, more than work in healthcare, construction, or teaching.

The second-largest group is Management, dominated by small-business owner-operators, store managers, plant managers, school principals, hospital administrators, and postmasters. Add Office, Management, Sales, and Production together and you've already accounted for nearly 40% of the rural workforce.

Only 2 of 100 rural workers report farming, fishing, or forestry as their primary occupation. The popular image of rural America as an agricultural workforce has shifted dramatically over the last 75 years. Today, most farms are operated by people whose primary job is something else: schoolteacher, truck driver, factory line worker, plant manager, office clerk.

What's distinctively rural, and what isn't

A useful way to read the rural workforce is to compare it directly with the metropolitan workforce. Rural and metro America look much more alike in their occupational mix than commonly believed. The biggest differences concentrate in five occupational categories.

Rural America has substantially more production, construction, installation/repair, and farming work, and substantially less finance, technology, business operations, and professional services. But service-economy jobs (retail, food service, healthcare, education, office support) are roughly evenly distributed. The white-collar / knowledge-economy gap between rural and metro America is real but narrower than the public discourse implies.

Three demographic patterns shaping small towns and rural communities

Three structural patterns shape the rural workforce in ways that are relevant to constituency-building work but rarely surface in policy conversations:

The Civic Infrastructure Map
of Rural America.

Painting an accurate picture of Rural America is half the challenge. The other half is whether and how those workers are organized into civic life: into membership organizations, professional associations, unions, cooperatives, faith communities, and the smaller-but-resilient lattice of service clubs, fraternal orders, auxiliary bodies, and volunteer first-responder networks that hold rural civic life together.

For each of the eight largest occupational categories in Non-Metro America, we mapped the civic infrastructure (labor unions, professional associations, employer trade groups, worker centers, and occupation-adjacent civic bodies) and assessed approximate rural reach. The pattern that emerges is sharply tiered: some rural workforces have unusually deep civic infrastructure, others have almost none, and the overlap between civic-infrastructure density and political-organizing density is real but not always intuitive.

The three civic-density tiers

Across the rural workforce we see roughly three tiers of civic-affiliation density. Membership rates and reach assessments below are based on a synthesis of organization-reported membership figures, BLS Occupational Employment Statistics, ACS occupation counts, and rural-sociology research.

The largest gaps: rural America's civic deserts

Three rural workforces stand out as having almost no occupation-level civic infrastructure, despite being among the largest employment categories in Non-Metro America. These are the rural civic deserts that any serious constituency-building strategy has to reckon with.

Retail-floor workers (~1.06 million rural workers)

Cashiers, retail salespersons, stockers, and counter clerks at non-union retail. Rural Americans who work at Walmart, Dollar General, Family Dollar, Dollar Tree, Tractor Supply, and the rural grocery chains that have replaced unionized supermarkets have effectively no rural-organized labor or professional infrastructure. UFCW reaches a few northern unionized chains; Fight for $15/$20 has had limited rural penetration. The largest single rural retail employer, Walmart, is famously non-union, and the dollar-store boom of the 2010s placed thousands of new stores in counties where no civic infrastructure exists for retail workers at all.

Direct-care healthcare workers (~750,000 rural workers)

Certified nursing assistants, home health aides, and personal care aides are the largest rural healthcare workforce by headcount and the least organized. Unions like SEIU and AFT reach a small unionized share concentrated in the Northeast and Pacific states; the National Association of Health Care Assistants has partial reach. Most rural CNAs and home health aides, who are disproportionately women, often older, often Black or Latina, have no occupation-level affiliation at all.

Farmworkers and farm laborers (1–2 million workers nationally)

Distinct from farm operators, farmworkers (including seasonal H-2A guest workers, undocumented workers, and year-round paid agricultural employees) are among the most civically detached workforces in the United States. UFW, FLOC, CIW, and PCUN combined represent under 25,000 active members against a workforce of a million or more. This is one of the central rural civic deserts in the U.S. labor landscape.

The civic-desert workforces share three patterns: they are large, they are economically squeezed, and they are demographically over-represented among women, older workers, and workers of color. The combination of economic pressure and civic detachment makes them both politically consequential and structurally hard to reach through traditional advocacy or organizing channels.

The political alignment of existing rural civic infrastructure

Two corrective points need to be made about the political alignment of rural civic life.

First, the largest and most active rural civic-membership institutions (Farm Bureau, NCBA and the commodity associations, NFIB, ICBA, NFDA, NADA, the local Chamber, and most rural service clubs) skew center-right. The hollowing of unionized rural manufacturing, the collapse of the Grange as a political force, the decline of UMWA as an active labor body, and the regional weakness of UFCW in southern poultry-belt counties have removed the historic Democratic-aligned rural civic counterweight that operated through the 1970s.

Second, the politically cross-cutting rural civic infrastructure (the volunteer fire department, the local PTA, the school booster club, the county fair board, the rural electric cooperative, the Soil and Water Conservation District, the local hospital foundation board) remains real, persistent, and routinely active in nearly every rural county. These are the civic spaces where Democrats and Republicans still meet weekly, often as friends, and they are the primary candidates for any constituency-building strategy that hopes to operate across the rural partisan divide rather than within one side of it.

Rural civic life follows trends in rural demographics

The age pattern matters because civic affiliation is heavily age-stratified. Older rural Americans are more likely to belong to legacy civic institutions (VFW, American Legion, Masons, Eastern Star, Grange, Knights of Columbus, Daughters of the American Revolution) that have collapsing membership in metro America but still function as real civic infrastructure in many rural counties. The veteran share is related: VFW and Legion posts are not just memorial halls; they are working civic clubhouses where older industrial workers, retired postal carriers, and small-business owners meet weekly.

The farm-dependency finding is the most important corrective to the metropolitan imagination of rural America. Of the 453 U.S. counties the USDA classifies as Farm-dependent (counties where at least 20% of average annual labor and proprietors' earnings, or 17% or more of jobs, comes from farming-related activity), only 44 (9.7%) are metropolitan. The other 409 are rural, and 264 of those are Non-Metro Isolated: rural counties without commuter ties to any metropolitan labor market. Where farming is structurally central to a local economy, that economy is almost certainly rural and frequently isolated. The rural farm-dependent county is a real and distinct place; it is just much rarer than the cultural imagination suggests.

Union Density
and the Rural Economy.

The standard story of rural economic decline names the right culprits — globalization, automation, the collapse of single-industry towns, the consolidation of agriculture — but omits the structural variable that anchors the entire trajectory. Union density. Specifically: the share of the local labor force covered by a collective-bargaining agreement, and how that share has changed across the rural and metropolitan landscape over six decades.

Union density is not a moral preference or a partisan posture in this analysis. It is a structural variable with measurable cross-state effects on wage levels, wage compression, employer behavior, civic participation, and political identification. The authoritative source is the Hirsch & Macpherson Union Membership and Coverage Database from the CPS, published at unionstats.com, with annual estimates for every U.S. state going back to 1964. We pair the 1964–2021 Hirsch–Macpherson series with BLS Union Members state estimates through 2024 for a continuous 60-year state-level panel, and combine that with DOL OLMS yearly bulk LM-2/LM-3/LM-4 filings and the IRS 501(c)(5) labor subset for county-level organizational footprint.

The national pattern, 1964–2024

The American union has been in steady decline for sixty years. National union membership density fell from 24.3% in 1964 to 8.6% in 2024 — a relative drop of 65%. The decline has been continuous, not punctuated, and it has happened under every combination of administration, economic cycle, and demographic shift. It is the most consistent macroeconomic trend in the postwar U.S. labor market.

But the aggregate national number hides a structural composition shift that explains everything else in this section: private-sector unionization has collapsed; public-sector unionization has not. Today, roughly two of every five government workers belongs to a union (40.9% local government, 28.2% state, 26.8% federal — BLS 2024 Table 3). For private-sector workers, the rate is 6.0%.

State-level density and the rural-state pattern

Union density varies dramatically by state — from 21.6% in Hawaii and 19.7% in New York (2024) to 2–3% in South Carolina, North Carolina, and Texas. The downward slope between rural population share and union density is unambiguous. States with higher rural population shares have systematically lower union density, and the gap has persisted across the entire 60-year series.

Sixty years of state trajectories

The decline is not uniform across states. Some states' union institutions collapsed early and completely (the Carolinas, Texas, Mississippi). Some held until the 1970s and then fell rapidly (Michigan, West Virginia, Pennsylvania). Some have lost density steadily across the entire series (New York, California). The 60-year arc shows the depth of the change with a clarity that a single recent snapshot cannot.

Rural-state vs. low-rural-state divergence

The cleanest cross-sectional test the published data supports: split states into a high-rural cohort (rural population share ≥ 40%: WV, MS, AR, ND, SD, ME, VT, KY, AL, MT, NH) and a low-rural cohort (< 20%: HI, NV, CA, NJ, MA, FL, RI, MD, UT, AZ, NY, DE, IL, CT, WA, TX, NM, CO, MN). Compare median union density in each cohort across the 60-year series. The gap is real and persistent.

State map: 2024 union membership rate

The 2024 BLS state series mapped against the lower-48 + Alaska + Hawaii. The geographic pattern aligns with state right-to-work status, public-sector bargaining law, and historical industrial composition.

Where the offices actually are: union locals per 100,000 residents

The state map above shows union density among workers. The county map below shows the underlying organizational footprint — the count of union locals with a mailing address in each county, normalized to per 100,000 county residents. Combined sources: DOL OLMS LM-2/LM-3/LM-4 filers (private-sector locals that file with the Office of Labor-Management Standards) and IRS 501(c)(5) labor organizations (which captures public-sector unions — AFSCME, NEA, AFT, FOP, IAFF, postal — that OLMS does not have jurisdiction over). Sources are fuzzy-deduped on normalized name + state.

Union density × wages: what survives controls

The bivariate relationship between state union density and average wages is one of the most replicated findings in U.S. labor economics. At the state level, the relationship is visible without controls: states with higher union density have higher average wages. The honest question for a rural-policy audience is how much of that visible relationship is the union variable doing the work, and how much is the rural variable. The two are correlated; the answer is not nothing, but it is not everything either.

To separate the two effects we run a small set of state-level regressions on the 2024 cross-section (n = 51, includes DC). Wage is the log of QCEW average weekly wage; poverty is the ACS 2023 1-Year state poverty rate; rural % is the state rural-population share from Census 2020. Coefficients are correlational, not causal, but the contrast between unconditional and conditional estimates tells us how much rurality is doing.

The honest read for a foundation or funder audience: the cross-state "union dividend" on wages is real but smaller than the unconditional scatter suggests. A one-percentage-point increase in state union density is associated with roughly a 1.2% higher state-level average weekly wage after controlling for rurality — not the 2.1% the bivariate regression implies. The poverty link washes out entirely. A second cut splitting states into rural buckets and running the regression within each shows the wage gradient disappears within every bucket; the pooled result is largely cross-tier composition. Within-tier the union variable is a real one but not the dominant explanatory variable for the rural-metro wage gap.

County-level outcomes: where the patterns hold

The state-level wage finding is thin. The county-level health and access findings are not. Cross-walking the per-county union-locals footprint against CHR (premature deaths) and ACS (uninsured rate) data for 3,144 counties surfaces patterns that survive controls for population, rurality, and education — and the relationship is at least as strong in non-metro counties as in metro. The strongest county-level signals are not on wages; they are on health-system access proxies (uninsured rate, diabetes prevalence) and premature mortality. The cleanest reading is that union presence is partly proxying for the public-sector ecosystem — school districts, hospitals, county government, USPS — that anchors local institutional capacity. Two scatter plots make the pattern visible.

The public-sector observation

The composition shift between private and public sector deserves its own emphasis. The Hirsch–Macpherson series shows that public-sector union density has been roughly stable at 35–40% for forty years, while private-sector density has collapsed from ~25% in 1973 to 6.0% in 2024. The implication for rural economies is direct: where public-sector employment is a large share of the local economy, the local wage floor is anchored by collective bargaining; where it is not, there is no floor.

Public-sector employment is a larger share of the local economy in rural counties (county government, school district, USPS, VA, USDA county offices, Tribal government, federal grant programs). The state-level natural experiments of the past 15 years — Wisconsin Act 10 (2011), Iowa Chapter 20 changes (2017), Tennessee public-sector restrictions, and similar state-level actions in MO, AZ, OK, KS — have therefore hit rural-county wage structures harder than the metro-area wage structures in the same states. Public-sector bargaining policy is the rural-economy lever the standard discourse misses.

Where Rural Civic Life
Actually Lives.

When occupation-level civic infrastructure is thin or absent, rural civic affiliation does not disappear. It migrates. Most of the rural workforce is civically attached to something; that something just isn't usually their job. Understanding the substitution pattern is essential for anyone trying to build a rural constituency without an existing occupational handle.

The community-civic substitution pattern

Across our occupation-by-occupation civic mapping, four community-side institutions show up repeatedly as the dominant civic homes for workers whose occupations are not well-organized: faith communities, veteran service organizations, volunteer first-responder networks, and outdoor / sportsmen's organizations. They are not occupation-specific; that is precisely why they catch the workers whose occupations don't catch them.

Faith communities. The single largest civic affiliation of rural Americans, across virtually every occupational category we mapped. Per ANES and Pew data, rural church attendance is approximately 9 percentage points higher than metro attendance, and the rural church or parish functions as a civic institution across a much wider range of activities (youth groups, food pantries, mutual aid, scouting, elder care, disaster response) than its metropolitan counterpart. For workers without occupation-level civic affiliation, the rural faith community is frequently the only organized civic space in their week.

Veteran service organizations. The VFW, American Legion, AmVets, and DAV, plus their auxiliaries, operate roughly 20,000 posts nationally, the majority in towns of fewer than 25,000 people. The rural VFW or Legion post is not a memorial hall. It is a working civic clubhouse where older industrial workers, retired postal carriers, farmers, small-business owners, and mid-career service members meet weekly. Posts host scholarship fundraisers, color guards, school events, and political candidate forums. With 7.5% of rural adults veteran-status (vs. 5.6% in metro counties), the VFW / Legion network reaches a meaningfully larger civic share in rural America than in cities.

Volunteer fire and EMS departments. Per NFPA, 64% of U.S. fire departments are entirely volunteer-staffed and 82% are mostly volunteer; this rises to near-universal volunteer staffing in counties under 25,000 population. NFPA / NVFC data put U.S. volunteer firefighters at approximately 676,900 (2020). The volunteer fire and EMS roster overlaps extensively with the local production, construction, retail, and farming workforce. In many rural counties, the VFD roster is the single most demographically representative civic body, catching workers across occupational categories, age cohorts, and political affiliations in the same room. The fire department is also one of the few civic spaces in rural America where Republicans, Democrats, and independents reliably work together every month without partisan friction.

Hunting, fishing, and outdoor organizations. Ducks Unlimited (~700,000 members), the National Wild Turkey Federation (~250,000), Pheasants Forever (~140,000), and Rocky Mountain Elk Foundation (~225,000) collectively reach a meaningful share of rural households. Their banquets, habitat-improvement projects, and fundraising auctions function as quasi-civic events in many farm-belt counties, and their member rosters overlap heavily with rural construction, factory, and farm workforces.

Stop Talking About Us
Without Us.

The standard answer to "who should we talk to in rural America" is a short list of usual suspects: Farm Bureau, the Chamber, the Extension agent, and the local economic development agency. That list is not wrong. It is incomplete, conservative-aligned, and reflects the most visible civic infrastructure rather than the most representative. We close with three audience-specific recommendations for funders, elected officials, and on-the-ground organizers seeking to build durable constituencies in rural America.

For national funders and philanthropic intermediaries

1. Create a dedicated rural fund whose grants are designed and awarded by a panel of rural civic leaders.

Establish a dedicated rural community and economic development fund whose grants are designed and awarded by a standing panel of rural civic leaders, not by national funders, urban-based intermediaries, or federal agency staff. The panel should be composed of rural and tribal practitioners, local elected officials, and community members from across regions and demographics, rotating on staggered terms to build continuity while expanding the circle of decision-makers over time. Prioritize multi-year, flexible operating support over project-specific grants. Require applicants to demonstrate community grounding rather than technical grant-writing capacity. Backbone staff provide administrative support to panel members; final funding decisions rest with the civic leaders themselves.

This solves a deep structural problem in rural philanthropy: the people closest to rural community needs are systematically excluded from decisions about where resources flow. A lot of rural communities and organizations don't know how to make their case to funders, and a lot of funders still don't understand rural. A peer-governed fund changes the decision-making calculus entirely. Rural leaders with lived experience evaluate rural proposals on merit and community fit, not on the sophistication of grant applications. Power shifts from funders to the field, and money flows toward genuine need rather than existing organizational capacity.

2. Build a coordinating body for rural-based philanthropy to grow their endowments.

Only 2% of philanthropic funds are based in Rural America, and the IRS data above sharpens the picture: only 1.06% of foundation assets sit in non-metro foundations. Establish a national coordinating body, a "Rural Philanthropy Network," that brings together community foundations, rural place-based funders, and emerging rural philanthropic efforts to share investment strategies, pool resources for endowment growth, and build the collective capacity of rural-based giving institutions.

The body should provide member organizations with access to investment expertise, planned-giving infrastructure, donor development tools, and peer learning networks that most small rural foundations cannot afford on their own. It should also serve as a bridge between rural-based philanthropy and larger national funders, making the case for co-investment in rural endowments as a long-term systems-change strategy. Over time, the body should advocate for policy changes, such as favorable charitable giving incentives for rural donors, that expand the philanthropic resource base in rural communities.

This addresses the most fundamental constraint in the rural systems-change ecosystem: the chronic shortage of flexible, patient, locally-controlled capital. Philanthropy needs to invest in backbone capacity, not just flashpoint projects. Project-based grants rarely build durable field infrastructure, yet most rural-based philanthropic institutions are too small and under-resourced to make those long-horizon investments on their own. A coordinating body that helps rural community foundations and place-based funders grow their endowments builds the philanthropic muscle the entire ecosystem depends on. Rather than waiting for national funders to develop rural expertise, this approach grows the funding infrastructure that already has it: the organizations embedded in rural places, trusted by rural communities, and accountable to rural people. This is a force multiplier. A stronger rural philanthropic infrastructure means more organizations can fund the policy, advocacy, narrative, data, and leadership work that systems change requires, without depending entirely on national funders whose priorities shift with each grant cycle.

3. Develop industry standards for rural funding.

Develop a set of field-wide "Rural Funding Standards," a shared framework that defines what equitable, effective, and community-accountable rural grantmaking looks like in practice. The standards should address two core problems: (1) ensuring that funding design reflects the actual needs and realities of rural and tribal communities rather than urban-default program structures, and (2) capping the administrative overhead and indirect cost rates that non-rural organizations can charge when providing technical assistance and capacity-building services in rural communities. Develop the standards through a participatory process led by rural practitioners, adopt them voluntarily across funders and intermediaries, and track adoption over time through a public accountability mechanism. Organizations meeting the standards receive a recognizable designation; funders requiring compliance as a condition of funding partnerships create market incentives for adoption across the field.

As part of launching the standards, foundations and philanthropic intermediaries should be invited, and eventually expected, to conduct a self-assessment of their current grantmaking portfolio against the standards. Each participating foundation analyzes what percentage of its rural spending meets the standards: whether program design reflects rural and tribal realities, whether overhead caps are respected in technical assistance contracts, and whether community voice shaped funding priorities. Results are reported publicly through the accountability mechanism, creating a transparent picture of where the field stands and where the gaps are largest. Over time, this self-assessment process does two things: it gives funders a concrete, actionable roadmap for improving alignment between their stated rural commitments and their actual grantmaking practice, and it generates field-wide data that rural advocates and practitioners can use to make the case for change. The goal is not to shame funders but to make the invisible visible: turning an abstract standard into a measurable baseline that the whole field can work from together.

This solves a two-sided problem that quietly drains rural communities of resources and relevance. On the funding-design side, federal and philanthropic frameworks built on urban assumptions systematically fail rural communities. Industry standards create a shared definition of "rural-responsive" that funders and program designers must meet, rather than leaving rural communities to adapt to frameworks built for someone else. On the overhead side, when non-rural organizations capture a large portion of rural grants through administrative and indirect costs, less money reaches the communities the funding was intended to serve, and the organizations best positioned to build lasting local capacity are undercut.

For elected officials and policy advocates

1. Don't only talk to the Farm Bureau and the Chamber. They will be the loudest voices at any rural convening, and they are not unrepresentative of part of rural America. They are unrepresentative of most rural America. The county courthouse staff, the rural hospital RN network, the local NEA affiliate, the volunteer fire chief, the Soil and Water District supervisor, the Edward Jones financial advisor, and the local United Methodist or Catholic priest collectively reach a far larger and more politically representative cross-section.

2. The Soil and Water Conservation District board is one of the most accessible elected bodies in rural America. SWCD board elections are held in nearly every rural county, voter turnout is typically under 10% of eligible members, and the board has real local-policy authority over conservation cost-share funds. The same is true of rural electric cooperative board elections and community college board elections. These are open civic-leadership pathways that do not require partisan primary infrastructure to enter.

3. The four substitution institutions (faith, VFW / Legion, volunteer fire, outdoors) are politically cross-cutting in ways that traditional rural advocacy infrastructure is not. Engaging them on shared-stake issues (rural healthcare, broadband, school funding, local emergency services, agricultural policy) reaches a different and broader audience than engaging Farm Bureau or the Chamber on the same issues. They are also the spaces in which rural Democrats, Republicans, and independents are still in routine working contact with each other, which is increasingly rare elsewhere.

For on-the-ground organizers

1. Map your county's civic landscape before you organize it. Use the occupation breakdown in Section I as a planning tool. If 10 of 100 workers in your county are in office and admin support, where do those workers gather civically? Which faith communities? Which schools? Which volunteer bodies? The civic map of any specific rural county is partially recoverable from occupation data and fully recoverable through a few weeks of local listening.

2. Don't try to organize a workforce through an occupation-side body that doesn't exist for them. Retail-floor workers, direct-care workers, and farmworkers are not reachable through occupational organizing infrastructure because that infrastructure isn't there. The only durable rural organizing strategy for these workforces runs through community-side civic affiliation: faith communities, school networks, volunteer first-responder rosters, and faith-based mutual-aid organizations.

3. Treat the cooperative governance system as the sleeping giant. Rural electric cooperatives, Farm Credit System associations, grain elevator co-ops, dairy co-ops, and farm-supply co-ops collectively reach virtually every rural household. Their annual meetings, board elections, and member-newsletter readership represent significant unrealized civic capacity. Voter participation in co-op governance is typically under 10% of eligible members. Organizing inside the cooperative governance structure has been demonstrated to work in Kentucky, Iowa, and a handful of other states. It is one of the few rural civic infrastructures where the institutional governance mechanics are progressive even where the membership leans conservative.

How We Did This

Data sources

• U.S. Census Bureau, American Community Survey 5-Year Estimates 2019–2023, Subject Table S2401 (Occupation by Sex for the Civilian Employed Population 16 Years and Over). Retrieved via the Census API at the county level for all 3,142 U.S. counties and county-equivalents.
• U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2024 — Nonmetropolitan Areas data file (BOS_M2024_dl.xlsx). Used for detailed (SOC-6) occupation counts, which the Census does not publish at the county level.
• U.S. Department of Agriculture, Economic Research Service, Rural-Urban Continuum Codes 2023. Cohort framework: Metro (RUCC 1–3), Non-Metro Adjacent (RUCC 4, 6, 8), Non-Metro Isolated (RUCC 5, 7, 9).
• U.S. Department of Agriculture, ERS County Typology Codes 2025 Edition. Used for the Farm-Dependent county classification (High_Farming_2025 flag) and other typology cross-references.
• U.S. Department of Agriculture, NASS 2022 Census of Agriculture. County-level operations and producer counts.
• IRS Form 990-PF foundation grant pipeline. Filer-scoped extraction of foundation grants and recipient identification, geocoded to U.S. counties. Excludes self-dealing flags and grantor-sibling regrants where identifiable.
• Organization-reported membership data for civic infrastructure references, supplemented by NFPA/NVFC volunteer-fire data, VA veteran-population statistics, and ANES / Pew rural civic-affiliation survey research.
• Hirsch & Macpherson, Union Membership and Coverage Database from the CPS, unionstats.com. State-level annual union density 1964–2021, paired with BLS Union Members state estimates 2022–2024 for the 60-year state-level panel used in Section III.
• U.S. Bureau of Labor Statistics, Quarterly Census of Employment and Wages (QCEW), 2025 Q1 state aggregates, for the state-level wage variable in the union × wage analysis.
• U.S. Census Bureau, ACS 1-Year Estimates 2023, Subject Table S1701 (Poverty Status), state-level poverty rates used in the sensitivity check.
• U.S. Department of Labor, Office of Labor-Management Standards (OLMS), yearly bulk LM-2/LM-3/LM-4 filings (2024). Pipe-delimited file from olmsapps.dol.gov/olpdr. Used for the county-level union-locals footprint, joined to the IRS BMF 501(c)(5) labor subset (covering public-sector unions OLMS lacks jurisdiction over) and deduped on normalized name + state.
• U.S. Internal Revenue Service, Exempt Organizations Business Master File (BMF). Filtered to active SUBSECTION=05 (501(c)(5) labor / agricultural / horticultural) for the county-level union-presence map; classified into labor / agricultural / public-sector subsets via NTEE codes plus a name-pattern regex (NTEE coverage on small c(5) filers is ~21%, so the regex fallback catches the remaining 79%).

Cohort framework

Throughout this report, "Metro" refers to RUCC 1–3 (counties in metropolitan statistical areas); "Non-Metro Adjacent" refers to RUCC 4, 6, 8 (non-metro counties physically bordering a metro area with at least 2% commuter ties to the metro central county); and "Non-Metro Isolated" refers to RUCC 5, 7, 9 (non-metro counties without commuter ties to a metro labor market). Aggregations to "Non-Metro" or "rural" combine RUCC 4–9. We deliberately reject the older "Small Town Non-Metro (RUCC 4–7) / Rural (RUCC 8–9)" cut because it collapses USDA's adjacency dimension, which is the structurally meaningful axis.

Limitations and caveats

• Civic-affiliation rates are estimates. The civic-density tier assignments synthesize organization-reported membership, BLS / ACS workforce counts, and rural-sociology research. They are directional, not precise. Treat ranges (e.g., "60–75%") as informed estimates with meaningful uncertainty.
• Membership figures are organization-reported and known to be inflated in some cases. Most notably, the American Farm Bureau Federation's reported 5.9 million member families includes large numbers of insurance customers; the actual farm-operator share is approximately 1.0–1.5 million against 1.9 million U.S. farms. We use the reported figure with the appropriate caveat.
• The IRS 990-PF data omits some grants. Roughly 4% of grants reported on 990-PF lack a geocodable recipient address and are excluded. Donor-advised funds reported on 990 (not 990-PF) are not covered. Religious congregations are not required to file 990 and are absent.
• ACS measures self-reported primary occupation. Workers who farm part-time but report another occupation as primary appear in the non-farming categories, which is why the ACS farming/fishing/ forestry share (1.5% of Non-Metro workforce) is much smaller than the NASS producer count (1.86 million in Non-Metro counties). Both are correct; they answer different questions.
• Civic infrastructure is regionally heterogeneous. Many of our generalizations (e.g., union density patterns, AFSCME state-by-state coverage, NEA membership) vary substantially by state and county. The national-level patterns described here should be supplemented by state-level analysis for any operational use.

Replication

The county-level data files, aggregation scripts, and source attributions used in this report are available through The Rural Desk's data infrastructure. Specific Census API queries, BLS OES file paths, and ERS dataset URLs are documented in the methodology appendix at theruraldesk.com/methodology.