Garvin County

Garvin County is located in south-central Oklahoma, roughly between the Oklahoma City metropolitan area and the Texas border, and includes portions of the Arbuckle foothills and the Washita River drainage. Established in 1907 at statehood and named for Samuel Garvin, an early Oklahoma territorial official, the county developed around agriculture, rail connections, and later oil and natural gas activity typical of the region. Garvin County is small to mid-sized in population, with communities dispersed across a largely rural landscape. The economy has historically centered on farming and ranching, energy production, and local services, with transportation corridors such as Interstate 35 supporting commercial activity and commuting. Land use is dominated by pasture, cropland, and small towns, with a regional culture shaped by southern Plains traditions, county-seat institutions, and school-based community life. The county seat and largest city is Pauls Valley.

Garvin County is located in south-central Oklahoma, between the Oklahoma City metro area and the Texas border region. The county seat is Pauls Valley, and the county serves as a regional hub for nearby rural communities.

Population Size

According to the U.S. Census Bureau QuickFacts page for Garvin County, Oklahoma, county-level population totals and related demographic indicators are published by the Census Bureau (including decennial census counts and updated estimates where available).

Age & Gender

Age distribution (by standard Census age brackets) and the gender composition (male/female percentages) are published by the Census Bureau for Garvin County on data.census.gov (commonly from the American Community Survey 5-year profiles) and are also summarized in the county’s QuickFacts tables where available.

Racial & Ethnic Composition

Race categories (e.g., White, Black or African American, American Indian and Alaska Native, Asian, Native Hawaiian and Other Pacific Islander, Some Other Race, Two or More Races) and Hispanic or Latino (of any race) are provided for Garvin County in Census Bureau products, including QuickFacts and detailed tables on data.census.gov.

Household Data

Household statistics for Garvin County—such as number of households, average household size, owner-occupied vs. renter-occupied housing, and selected household characteristics—are published through the Census Bureau’s county profiles and ACS tables, including QuickFacts and datasets on data.census.gov.

Housing Data

Housing indicators for Garvin County—such as total housing units, occupancy/vacancy, homeownership rate, and selected housing characteristics—are available via the U.S. Census Bureau QuickFacts county profile and supporting tables on data.census.gov.

Local Government Reference

For local government contacts and planning resources, visit the Garvin County official website.

Garvin County is a largely rural south-central Oklahoma county where lower population density and longer “last‑mile” distances can constrain fixed broadband buildout, influencing how residents access email and other online services. Direct county-level email usage data are not published; email adoption is commonly inferred from household broadband and computer access and from age structure.

On digital access indicators, the most consistent proxies come from the U.S. Census Bureau (data.census.gov) and the American Community Survey, which report household computer ownership and broadband subscriptions (including gaps between urban and rural areas).

Age distribution is relevant because older populations tend to have lower rates of regular online account use (including email) than working-age adults; county age profiles are available via ACS demographic tables. Gender distribution is generally less predictive of email adoption than age and connectivity but is available from the same sources.

Connectivity limitations are reflected in rural broadband availability mapping and service gaps documented by the FCC National Broadband Map.

Garvin County is a south-central Oklahoma county anchored by Pauls Valley and crossed by major transportation corridors including I‑35. It is predominantly rural outside its small municipalities, with low-to-moderate population density compared with Oklahoma’s metropolitan counties. The county’s terrain is generally rolling plains with river/creek bottoms (including the Washita River basin), and its settlement pattern includes dispersed housing in unincorporated areas; these characteristics tend to increase the cost per served location for cellular and broadband infrastructure and can contribute to coverage variability away from towns and highways.

Network availability (coverage) vs. adoption (use)

Network availability refers to whether mobile networks (voice/LTE/5G) are present in a location, typically measured by carrier coverage maps or broadband availability datasets.
Adoption refers to whether residents actually subscribe to and use mobile service and mobile internet, typically measured by household surveys and subscription data. County-level adoption is not always published specifically for “mobile-only” vs “wired” at high precision, so state- and tract-level sources are often used to contextualize Garvin County.

Mobile penetration / access indicators (adoption)

Household internet subscription context (proxy for mobile internet access)

County-specific “mobile broadband subscription” estimates are not consistently available in public, county-resolved form across all sources. The most commonly used public benchmark for local adoption is the U.S. Census Bureau’s American Community Survey (ACS), which reports household internet subscription types (including cellular data plan) at geographies that may include counties and smaller areas depending on table and release.

• The ACS provides measures such as whether a household has:
  • a cellular data plan,
  • broadband such as cable/fiber/DSL,
  • satellite, or
  • no internet subscription.
    These figures are used as indicators of internet access and can be examined for Garvin County where published with acceptable margins of error. Reference: Census.gov (data.census.gov).

Mobile-only reliance (limitations at county level)

Public datasets often report “cellular data plan” as one element of household internet subscriptions, but they do not always isolate mobile-only households at the county level in a way that is stable year-to-year. Where ACS estimates exist, they should be interpreted with attention to sampling error, especially in smaller rural counties. Methodological documentation and table definitions are provided by the Census Bureau: American Community Survey (ACS) program documentation.

Mobile internet usage patterns (LTE/4G and 5G availability)

4G LTE availability

In Oklahoma, 4G LTE coverage is generally widespread along interstate corridors and in population centers, with gaps or weaker signal more likely in sparsely populated areas and in locations farther from tower sites. For location-specific availability, the most authoritative public, carrier-agnostic source is the FCC’s broadband availability data.

• The FCC’s National Broadband Map includes mobile broadband availability by provider and technology, allowing inspection at fine geographic levels. It reflects reported availability and is used for comparing coverage footprints, including in rural counties. Source: FCC National Broadband Map.

5G availability (and typical rural patterns)

5G deployment in rural counties commonly appears first:

• in or near town centers,
• along major highways,
• and in pockets tied to specific carrier buildouts.

The FCC map provides technology layers for 5G mobile broadband where providers report service, but it does not directly indicate indoor performance or local congestion. Source: FCC National Broadband Map.

Performance and congestion (limitations)

Publicly available county-level performance metrics (download/upload latency by mobile technology) are not consistently published as definitive, county-resolved statistics by government sources. Some third-party measurement platforms exist, but they are not official benchmarks and often lack transparent sampling at the county level. Government sources primarily emphasize availability and subscription rather than continuous performance measurement.

Common device types (smartphones vs. other devices)

County-specific device-type ownership (smartphone vs. basic phone vs. hotspot vs. tablet-only) is not typically published as an official statistic for Garvin County. The most reliable public indicators are:

• ACS “computer and internet use” tables, which describe device categories used to access the internet (such as smartphone, tablet, or “desktop or laptop”), depending on the table and release year. These can sometimes be examined at county scale, with margins of error that may be sizable in smaller populations. Source: Census.gov (ACS tables on internet/computing).
• Broader statewide and national surveys (outside the Census) frequently report that smartphones are the dominant device for internet access, but those results are not county-specific for Garvin County and should not be treated as a local estimate.

Demographic and geographic factors influencing mobile usage and connectivity

Rural settlement pattern and tower economics (availability)

Garvin County’s rural geography and dispersed housing density outside Pauls Valley and other small towns typically requires:

• more tower sites per customer to provide comparable coverage,
• greater reliance on macro-cell towers with larger coverage footprints,
• and backhaul constraints in areas distant from fiber routes.

These factors influence availability and quality, especially indoors and in topographically low-lying areas where signal can attenuate.

Transportation corridors

Interstate and state highways often correlate with stronger coverage due to:

• higher traffic volumes,
• strategic tower placement for continuous corridor coverage,
• and priority investment for uninterrupted service.
  In Garvin County, the I‑35 corridor is a key example of where coverage is commonly stronger than in remote rural sections, though precise conditions vary by carrier and location. County geographic context: Oklahoma Department of Transportation (ODOT) and local information via Garvin County website.

Income, age, and household composition (adoption)

Adoption of mobile service and mobile internet is typically associated with:

• income and affordability (device cost and monthly service plans),
• age distribution (smartphone and mobile app reliance varies by age),
• household composition (single-person households and renters may rely more on cellular plans than fixed services in some contexts).

County- or tract-level demographic baselines are available from the Census Bureau and can be paired with ACS internet-subscription tables to describe adoption patterns without conflating them with coverage. Sources: Census.gov demographic profiles and ACS.

Fixed broadband gaps and substitution (adoption vs. availability)

In rural areas where fixed broadband options are limited or costly, some households use cellular data plans as their primary internet connection. Determining the extent of substitution in Garvin County requires ACS subscription-type data (cellular plan vs. cable/fiber/DSL/satellite), because coverage alone does not indicate whether households subscribe. Source for subscription types: Census.gov (internet subscription tables). Source for availability: FCC National Broadband Map.

Data limitations and best-public sources for Garvin County

• County-resolved mobile penetration (e.g., percent of residents with a mobile subscription) is not routinely published as an official, direct “mobile penetration rate” for Garvin County.
• FCC availability data is the primary public source for where service is reported available, not how many households subscribe.
• ACS subscription data is the primary public source for household adoption of internet subscription types, but county estimates in rural areas can carry larger margins of error and should be interpreted accordingly.

Key sources used for distinguishing availability vs adoption:

• FCC National Broadband Map (mobile availability by provider/technology)
• Census.gov (ACS household internet subscription and device access tables)
• Oklahoma broadband office / statewide broadband information (state planning context and program documentation)
• Garvin County official website (local geography and administrative context)

Garvin County is in south‑central Oklahoma along the I‑35 corridor, with Pauls Valley as the county seat and other communities such as Lindsay and Maysville. The area’s mix of small‑city services, commuting ties to the Oklahoma City metro, and a largely rural settlement pattern can shape social media use toward mobile-first access, community-oriented groups, and locally focused information sharing.

User statistics (penetration and active use)

• Local, county-specific social media penetration figures are not published in major public datasets; the most reliable approach is to contextualize Garvin County using high-quality statewide and national benchmarks.
• National baseline: About 69% of U.S. adults report using at least one social media site, according to the Pew Research Center social media fact sheet.
• Internet access context (key limiter in rural areas): Social media use correlates strongly with broadband and smartphone availability. County-level internet access constraints are commonly higher in rural regions; the U.S. Census Bureau computer and internet access resources provide the main public framework for understanding this driver (often reported at state/ACS geographies rather than consistently as “social media use” by county).

Age group trends

Based on U.S. adult patterns from Pew Research Center, social media usage is highest among younger adults, and declines with age:

• 18–29: highest usage across most major platforms
• 30–49: high usage, typically second-highest overall
• 50–64: moderate usage, with platform mix shifting toward Facebook
• 65+: lowest overall usage, with Facebook remaining comparatively more used than other platforms
  Behaviorally, younger cohorts skew toward short-form video and creator-led feeds, while older cohorts more often use social platforms for community updates, family connections, and local news sharing.

Gender breakdown

• Overall: Pew’s platform-by-platform reporting shows small or platform-specific differences by gender rather than a uniform gap across all social media use. For example, women are often more represented on visually oriented or social-connection platforms (historically including Pinterest), while men may be more represented on some discussion/video or certain network types depending on the platform.
• The most defensible summary for Garvin County is that gender differences are present but secondary to age and device access as predictors of platform choice, consistent with Pew’s national patterns: Pew platform demographics.

Most-used platforms (with percentages where available)

Pew’s U.S. adult estimates provide the best widely cited percentages (county-level platform shares are not routinely published):

• YouTube: ~83% of U.S. adults
• Facebook: ~68%
• Instagram: ~47%
• Pinterest: ~35%
• TikTok: ~33%
• LinkedIn: ~30%
• X (formerly Twitter): ~22%
• Snapchat: ~27%
• WhatsApp: ~29%
  Source: Pew Research Center social media fact sheet (platform shares; values vary by survey wave/year).

Behavioral trends (engagement patterns and preferences)

• Mobile and video emphasis: U.S. usage trends show strong engagement with video-centric platforms (notably YouTube and TikTok) and increasing time spent in algorithmic feeds; these dynamics are widely documented in national usage reporting such as the Pew Research Center platform fact sheet.
• Community information exchange: In smaller communities, Facebook often functions as a hub for local announcements, school/sports updates, community events, marketplace activity, and mutual-aid style posting, aligning with Facebook’s broad reach among adults.
• Age-segmented platform roles:
  • Older adults: higher relative reliance on Facebook for staying in touch and community updates.
  • Younger adults: heavier use of Instagram/TikTok/Snapchat-style communication patterns (short-form video, DMs, creator content).
• News and civic content: Social platforms are significant channels for encountering news for many adults; Pew tracks these patterns in its broader news and social media research, including updates linked from the Pew social media research resources.

Garvin County, Oklahoma public records related to families and associates include court filings, property records, and some local indexes, while most vital events are maintained at the state level. Birth and death certificates are recorded by the Oklahoma State Department of Health (OSDH) Vital Records Service; counties generally do not issue certified birth/death records. Adoption records are handled through the district court and are typically sealed, with limited access under state rules.

Local, family- and associate-related records commonly available in Garvin County include marriage licenses and related filings, probate/guardianship cases, divorce and civil case dockets, and land records that document family relationships (deeds, mortgages, liens). These are maintained by the county clerk and the district court clerk.

Public databases are limited but include online land-record indexing and imaging through OKCountyRecords (Garvin County). Court case information for Garvin County is available through the Oklahoma State Courts Network (OSCN) for many docket entries and case summaries.

In-person access is available through the Garvin County Clerk and the Garvin County Court Clerk during business hours, where copies and certification services may be offered. Privacy restrictions commonly apply to sealed adoption matters, certain juvenile cases, and records containing protected personal identifiers.

Types of records available

• Marriage licenses and marriage records
  • Garvin County issues marriage licenses through the Garvin County Court Clerk. The license and the completed return (marriage certificate portion completed by the officiant and filed back with the court) become part of the county’s marriage record.
• Divorce records
  • Divorce decrees and related pleadings (petitions, orders, judgments, docket entries) are created and filed as part of a civil case in the District Court and maintained by the Garvin County Court Clerk.
• Annulment records
  • Annulments are handled as district court cases and maintained by the Garvin County Court Clerk in the same manner as other family-law civil filings. Final orders may be titled “Decree of Annulment” or similar.

Where records are filed and how they can be accessed

• County filing office (primary record custodian for local court records)
  • The Garvin County Court Clerk maintains:
    • Marriage license records filed in the county.
    • District court case files for divorce and annulment, including decrees and orders.
  • Access is typically available through:
    • In-person public counter access to indexes and case files (for records not restricted by law or court order).
    • Certified copies issued by the Court Clerk for eligible requesters upon payment of statutory fees.
• State-level vital records (marriage verification)
  • Oklahoma maintains statewide marriage information for vital-records purposes through the Oklahoma State Department of Health (OSDH), Vital Records, which provides marriage record verification for marriages filed in Oklahoma. OSDH does not serve as the custodian of the county’s original license file.
• Statewide case access
  • Many Oklahoma district court dockets and some documents are accessible through OSCN (Oklahoma State Courts Network), which provides online case summary information and, in some instances, document images. The Court Clerk remains the official custodian of the complete record.
  • OSCN: https://www.oscn.net
• Court Clerk office
  • Garvin County Court Clerk (record requests, certified copies, marriage licenses): https://www.garvincounty.org/court-clerk

Typical information included in these records

• Marriage license / marriage record
  • Names of applicants (and, depending on the form and time period, prior name/maiden name)
  • Date of application and date of issuance
  • Ages or dates of birth (varies by time period), addresses, and places of residence (varies)
  • Officiant name/title and authority to solemnize (as recorded)
  • Date and place of ceremony
  • Filing/recording date of the completed license return
  • License number, recording book/page or instrument number (county indexing data)
• Divorce case file and decree
  • Case caption (names of parties), case number, filing date, and docket history
  • Petition and responsive pleadings
  • Temporary orders (when entered)
  • Final Decree of Divorce or Journal Entry of Judgment, typically stating:
    • Date the divorce is granted and legal findings required by the court
    • Custody, visitation, and child support terms (when applicable)
    • Division of marital property and allocation of debts
    • Spousal support/alimony terms (when applicable)
    • Name-change provisions (when applicable)
• Annulment case file and final order
  • Case caption, case number, filing date, and docket history
  • Pleadings and evidentiary filings supporting annulment grounds
  • Decree/Order of Annulment indicating the court’s disposition and any associated orders (property, support, custody, name change, as applicable)

Privacy or legal restrictions

• Public access baseline
  • Oklahoma court records are generally public records, but access is limited by statute, court rules, and specific court orders.
• Sealed and confidential filings
  • A judge may seal an entire case or specific documents, restricting public inspection.
  • Certain categories of information are commonly treated as confidential or redacted, including:
    • Social Security numbers, financial account numbers, and protected personal identifiers
    • Records involving minors, adoption, guardianship, and certain protective order–related materials (as governed by applicable law and court rules)
• Certified copies and identity controls
  • The Court Clerk issues certified copies of marriage licenses and court orders/decrees; some documents may require compliance with clerk procedures and applicable legal limitations on disclosure.
• Vital Records verification limits
  • OSDH Vital Records generally provides verification rather than full certified copies of county marriage license files, and access to vital records is governed by state vital records statutes and administrative rules.
  • OSDH Vital Records: https://oklahoma.gov/health/services/birth-and-death-certificates.html

Garvin County is in south-central Oklahoma, anchored by the cities of Pauls Valley (county seat) and Lindsay, with additional communities including Maysville, Wynnewood, and Elmore City. The county is largely rural with small-town service centers, a workforce tied to trade, transportation, manufacturing, education/health services, and natural-resource activity typical of the region. Population size and age/household structure are most consistently tracked through the U.S. Census Bureau’s American Community Survey (ACS) and decennial census products (county-level profiles are available via the U.S. Census Bureau data portal).

Education Indicators

Public school footprint (districts and schools)

Garvin County’s public education is organized primarily through independent school districts serving the communities of Pauls Valley, Lindsay, Wynnewood, Maysville, and Elmore City, along with smaller surrounding districts. A current, authoritative school-by-school roster is maintained through the Oklahoma State Department of Education (OSDE) directory and district report cards (the most reliable county-wide list is accessed through the Oklahoma State Department of Education).
Note: A complete, up-to-date list of individual school names can change with consolidations and grade-center reorganizations; OSDE’s directory is the standard reference for school names and counts by year.

Student–teacher ratios and graduation rates

• Student–teacher ratios: County-specific student–teacher ratios vary by district and year; OSDE district report cards are the primary source for district-level ratios and staffing counts. As a practical proxy, rural Oklahoma districts commonly fall near the mid-teens (approximately 14–16 students per teacher), but district-level OSDE figures are required for definitive ratios in Garvin County.
• Graduation rates: Oklahoma reports 4-year adjusted cohort graduation rates by district and high school on OSDE report cards. Countywide graduation performance generally tracks small-district variability (larger year-to-year swings due to cohort size), so district/school report cards represent the most accurate view for Garvin County.

Adult educational attainment (county residents)

Adult attainment is most consistently reported via the ACS (5-year estimates). Garvin County’s attainment profile is typical of many rural counties in south-central Oklahoma: a majority hold a high school diploma or equivalent, and a smaller share hold a bachelor’s degree or higher than statewide and national averages. The definitive county percentages for:

• High school diploma or higher
• Bachelor’s degree or higher
  are available in ACS “Educational Attainment” tables on data.census.gov (county geography selection).

Notable programs (STEM, CTE, AP)

• Career and Technical Education (CTE): Vocational and skills training is a central component of secondary/postsecondary preparation in the region, supported by Oklahoma’s CareerTech system (programs and service areas are documented by Oklahoma CareerTech).
• Advanced Placement (AP) / concurrent enrollment: Availability is district-specific; many Oklahoma districts offer AP and/or concurrent enrollment through local higher education partnerships, with participation and course offerings generally reflected in district profiles and OSDE reporting.
• STEM and workforce pathways: STEM offerings are typically embedded within CTE pathways (engineering/technology, health sciences, information technology, skilled trades), though program breadth depends on district size and CareerTech access.

School safety measures and counseling resources

Oklahoma public schools generally implement building access controls, visitor management, emergency operations plans, and required drills aligned with state guidance; district safety plans are typically handled at the local level and summarized through district policy and OSDE-related compliance. Counseling resources commonly include school counselors and referrals to community mental/behavioral health providers; staffing levels and service models vary by district and are best verified through district staffing reports and OSDE profiles.

Employment and Economic Conditions

Unemployment rate (most recent available)

The most recent official unemployment rate for Garvin County is published through the U.S. Bureau of Labor Statistics (BLS) Local Area Unemployment Statistics (LAUS) program, typically updated monthly and summarized annually. The county’s latest rate and time series are available via the BLS LAUS program (county table/download).
Note: A single “most recent year” value depends on the latest completed annual average; BLS LAUS is the standard source.

Major industries and employment sectors

Based on typical rural south-central Oklahoma patterns and ACS industry distributions (county-of-residence employment), major sectors commonly include:

• Educational services and health care/social assistance
• Retail trade
• Manufacturing
• Transportation and warehousing
• Construction
• Public administration
• Agriculture and natural-resource-related activity (more visible in local business mix than in some residence-based counts)

County-level industry shares for employed residents are available in ACS “Industry by Occupation/Industry by Class of Worker” tables on data.census.gov.

Common occupations and workforce breakdown

Occupational distribution in the county generally reflects a rural service-and-trades profile, with concentrations in:

• Office and administrative support
• Sales and related
• Transportation and material moving
• Production (manufacturing)
• Construction and extraction
• Education, training, and library
• Healthcare support and practitioner roles

Definitive percentages by major occupation group are available through ACS “Occupation” tables for Garvin County on data.census.gov.

Commuting patterns, mean commute time, and in-/out-commuting

• Mean commute time: Reported in ACS commuting tables; rural counties commonly show commutes in the mid‑20 minutes range, but Garvin County’s definitive mean/median commute time is provided by ACS “Travel Time to Work” tables on data.census.gov.
• Typical commuting patterns: Commutes are primarily by personal vehicle, with low transit usage typical of rural Oklahoma.
• Local employment vs. out-of-county work: A meaningful share of residents in rural counties work outside the county (commuting to nearby employment centers along major corridors). The most precise view of inflow/outflow commuting (workers living in the county vs. workers employed in the county) is available via the Census LEHD program’s OnTheMap commuting flows.

Housing and Real Estate

Tenure (homeownership vs. renting)

Garvin County’s housing tenure is reported through ACS: rural Oklahoma counties typically have a higher homeownership share than urban counties, with a smaller rental segment concentrated in the larger towns. Definitive county percentages for:

• Owner-occupied share (homeownership rate)
• Renter-occupied share
  are available in ACS “Tenure” tables on data.census.gov.

Median property values and recent trends

• Median home value: Reported in ACS (owner-occupied housing value). Garvin County’s median value is generally below the U.S. median and often below the Oklahoma statewide median, reflecting its rural market and smaller-city housing stock.
• Trend context: Recent years in Oklahoma have shown rising nominal home values with varying local intensity; county-specific trend comparisons are most consistently derived from multi-year ACS series (5-year estimates) or locally tracked assessor sales data. ACS “Median Value (dollars)” tables on data.census.gov provide standardized comparisons.

Typical rent prices

• Median gross rent: Reported in ACS. Rents in Garvin County tend to be lower than metro Oklahoma markets, with limited apartment inventory outside the main towns. The definitive median gross rent is available through ACS “Gross Rent” tables on data.census.gov.

Housing types and built environment

• Dominant structure type: Predominantly single-family detached homes and manufactured homes, with smaller multifamily clusters (duplexes/small apartment buildings) concentrated in Pauls Valley and other town centers.
• Rural lots and acreage: A substantial portion of housing is on larger lots outside town limits, associated with agricultural land uses and low-density residential development.
  ACS “Units in Structure” tables provide county shares by structure type on data.census.gov.

Neighborhood characteristics and proximity to amenities

• Town-centered amenities: Pauls Valley and Lindsay offer the greatest proximity to schools, grocery retail, clinics, and civic services; housing closer to downtown corridors typically has shorter trips to schools and services.
• Outlying areas: Rural residences have greater distance to schools and services, higher vehicle dependence, and fewer nearby rental options; this aligns with the county’s dispersed settlement pattern.

Property tax overview (rates and typical costs)

• How property tax is determined: Oklahoma property taxes are based on assessed value and local millage rates (school districts, county, and municipal levies). County assessor and treasurer offices administer assessment and collections, with statewide framework summarized by the Oklahoma Tax Commission and local county offices.
• Typical level: Effective property tax rates in Oklahoma are generally moderate relative to many states, often near ~0.8%–1.1% of market value as a broad statewide range, with variation by school district millage and exemptions. A typical homeowner’s annual property tax cost in Garvin County depends on assessed value, exemptions (such as homestead), and local millage; county treasurer/assessor publications provide the authoritative bill calculation for local parcels.
  Note: A single countywide “average bill” is not uniformly published in one official table; effective-rate ranges are used as a proxy, while parcel-level totals are definitive through local assessment records.

Primary data references used for county-level, most-recent estimates: ACS county tables via data.census.gov; unemployment via BLS LAUS; school and graduation reporting via OSDE; commuting inflow/outflow via LEHD OnTheMap.