Marshall County

Marshall County is a small, largely rural county in south-central Oklahoma, situated along the Texas border. It lies within the Red River region and includes extensive shoreline and recreation areas around Lake Texoma, which shapes local land use and settlement patterns. Established during the early 20th century as part of Oklahoma’s post-statehood county organization, the county developed around agriculture and nearby trade corridors, with communities oriented toward both farming and lake-related services. The landscape is characterized by rolling plains, river valleys, and reservoir frontage, supporting cattle ranching, hay and grain production, and outdoor tourism. Population is modest by state standards, with a dispersed pattern of small towns and unincorporated areas rather than a large urban center. The county seat is Madill, which functions as the primary hub for government services, courts, and local commerce.

Marshall County is located in south-central Oklahoma along the Texas border, with Madill as the county seat. The county includes portions of the Lake Texoma shoreline and lies within the broader Texoma region of Oklahoma.

Population Size

According to the U.S. Census Bureau QuickFacts for Marshall County, Oklahoma, Marshall County had a population of 15,289 (2020 Census).

Age & Gender

County-level age and sex (gender) detail is published through U.S. Census Bureau profile tables. For the most authoritative breakdowns by age cohorts and sex, use the county profile in data.census.gov (select Marshall County, Oklahoma, then view “Age and Sex” tables such as DP05: ACS Demographic and Housing Estimates).
The Census Bureau QuickFacts page for Marshall County also provides summary indicators for age (including median age and age group shares) and sex composition when available for the selected year.

Racial & Ethnic Composition

For official county-level race and Hispanic/Latino ethnicity totals from the decennial census, refer to Marshall County’s race and ethnicity tables on data.census.gov (commonly P.L. 94-171 Redistricting Data and 2020 Census race/ethnicity tables).
The U.S. Census Bureau QuickFacts for Marshall County also reports summary percentages for major race categories and Hispanic or Latino origin.

Household & Housing Data

For household counts, household type, average household size, housing unit counts, occupancy/vacancy, and owner/renter measures, use Marshall County’s official profile tables on data.census.gov (notably DP04: Selected Housing Characteristics and related ACS profile tables).
The Census Bureau QuickFacts page for Marshall County provides a concise subset of household and housing indicators (e.g., households, housing units, homeownership, and selected housing metrics) for the most recent available releases.

Local Government Reference

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

Marshall County, Oklahoma is a small, largely rural county anchored by Lake Texoma, where lower population density and distance from major metro networks can constrain last‑mile infrastructure and make digital communication more dependent on available broadband and device access.

Direct county-level email usage statistics are not published; email adoption is typically inferred from proxies such as broadband subscriptions, computer availability, and age structure. The U.S. Census Bureau (ACS) “Computer and Internet Use” tables provide county estimates for household computer ownership and broadband (e.g., cable/fiber/DSL/cellular) subscriptions, which are key indicators of regular email access. Older age distributions commonly correlate with lower uptake of newer online services; county age composition from ACS demographic profiles is therefore a relevant proxy for email adoption patterns.

Gender distribution is generally less predictive of email access than connectivity and age; sex composition is available via ACS population tables.

Connectivity constraints are reflected in rural coverage gaps and provider availability documented in the FCC National Broadband Map, which is commonly used to assess infrastructure limitations affecting reliable email access.

Marshall County is in south-central Oklahoma along the Texas border, anchored by Lake Texoma and the county seat of Madill. It is predominantly rural with small towns and large areas of open land and shoreline. This settlement pattern and the presence of water bodies and low-lying terrain around the lake tend to produce a connectivity profile dominated by coverage variability (especially indoors and away from highways) rather than dense, uniform urban service. Basic county context (population, housing, and geography) is available through Census.gov and county boundary/land characteristics can be referenced via U.S. Census county geographic reference materials.

Key distinction: network availability vs. adoption

• Network availability describes where mobile networks (voice/LTE/5G) are advertised or mapped as serviceable.
• Adoption describes whether residents actually subscribe to mobile service, have smartphones, and use mobile data in daily life.

County-level measures for these two categories are not always published at the same granularity. Availability can often be mapped at sub-county scales, while adoption is more commonly reported at state or national levels, with county estimates sometimes limited by sample size.

Mobile penetration or access indicators (adoption)

Household internet subscription (proxy for mobile connectivity adoption)

The most consistent public “adoption” indicator at local level is household internet subscription (including mobile broadband) and device types used to access the internet, reported through the American Community Survey (ACS) tables.

• The ACS includes measures such as:
  • Presence of an internet subscription in the household (broadband of any type)
  • Cellular data plan as an internet subscription type
  • Device availability (smartphone, computer, etc.)

These measures are accessible through Census.gov by searching for Marshall County, OK and relevant ACS “Internet Subscription” tables (ACS 1-year is typically not available for small counties; ACS 5-year is commonly used).
Limitation: ACS estimates are household-based and survey-based; they are not direct measurements of carrier subscriptions or signal quality. They also do not separate 4G vs. 5G usage.

Smartphone vs. other device access (adoption)

ACS device questions provide a practical indicator of smartphone access compared with other internet-capable devices. In rural counties, smartphone-only access can be a key adoption pattern, but county-specific proportions must be taken from ACS tables rather than inferred.
Limitation: ACS device categories identify whether a household has certain device types, not which devices are used most heavily or which carrier/network is used.

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

4G LTE and 5G coverage availability (availability)

For Marshall County, the most authoritative public mapping sources for coverage availability are federal broadband mapping and provider-reported mobile coverage datasets:

• The FCC National Broadband Map includes mobile broadband availability by provider and technology, based on filings in the Broadband Data Collection (BDC). It allows viewing coverage by location/area and filtering by mobile providers and technologies.
• The FCC also provides program and methodological context through its Broadband Data Collection resources.

Interpretation note: Mobile availability on maps reflects reported service areas and modeled outdoor coverage; it does not guarantee consistent indoor coverage, capacity at peak times, or performance in heavily treed areas and along lake shorelines.

Typical rural usage patterns (pattern categories; not county-specific)

County-specific “usage patterns” (share of traffic on 4G vs 5G, median mobile speeds, or time-on-network) are generally not published as official statistics at county level. Publicly accessible sources primarily characterize:

• Availability by technology (LTE/5G)
• Fixed vs. mobile broadband availability
• Household adoption and device type access (ACS)

Third-party speed-test aggregators often publish regional metrics, but they are not official measures and are sensitive to sample composition and device mix. For definitive county-level statements, FCC and ACS are the most stable public references, with the limitation that they measure different aspects (availability vs adoption).

Common device types (smartphones vs. other devices)

What is measurable at county level

At county level, device-type prevalence is best supported by ACS:

• Households with a smartphone
• Households with a desktop/laptop
• Households with a tablet or other computing device
• Households with no internet access or no subscription

These tables can be retrieved on Census.gov for Marshall County, OK (typically ACS 5-year).
Limitation: ACS measures devices present in a household, not the share of individuals using each device, and not the breakdown of Android vs iOS or handset models.

Demographic and geographic factors influencing mobile usage and connectivity

Rural settlement pattern and distance from towers (availability and experience)

• Rural counties with dispersed housing generally require more towers per capita to match urban coverage density. In practice, this can produce larger coverage gaps away from highways and town centers and greater variability indoors.
• Lake shorelines and mixed land cover can create localized signal variability. These effects influence real-world experience but are not directly quantified by ACS adoption metrics.

County geography and population distribution can be referenced using:

• Census.gov for population, housing, and commuting patterns
• U.S. Census Bureau Geography Program for geographic frameworks used in mapping and statistics

Income, age, and housing characteristics (adoption)

Household adoption of mobile and internet service correlates with:

• Income and poverty status
• Age distribution
• Educational attainment
• Housing tenure (owner vs renter) and household composition

These are measurable for Marshall County through ACS profile and detailed tables on Census.gov.
Limitation: Correlation patterns are well documented in broadband research, but county-specific causal attribution is not provided in ACS tables; the ACS supports descriptive comparisons across demographics.

Institutional and planning context (availability initiatives)

State-level broadband planning and grant reporting can provide context for network buildout priorities and identified underserved areas, though these sources often focus more on fixed broadband than mobile:

• Oklahoma Office of Broadband (state broadband planning, mapping, and program documentation)

Data limitations specific to Marshall County (what can and cannot be stated definitively)

• Definitively supportable at county level (public sources):

  • Household internet subscription and device access indicators from ACS via Census.gov
  • Provider-reported mobile broadband availability/coverage layers via the FCC National Broadband Map

• Not consistently available as official county-level statistics:

  • Mobile “penetration” as carrier subscription rate by county
  • Countywide shares of mobile data on 4G vs 5G networks
  • Official county medians for mobile download/upload performance and latency by technology

This separation means Marshall County can be described with relatively strong evidence for where service is mapped as available (FCC) and for whether households report internet subscriptions and smartphones (ACS), while detailed behavioral metrics of mobile usage remain limited in official county-level reporting.

Marshall County is a rural county in south-central Oklahoma along the Texas border, anchored by Madill (the county seat) and Kingston near Lake Texoma. The county’s economy and daily life are shaped by agriculture, outdoor recreation and tourism tied to the lake, and small-town commuting patterns. These characteristics generally align with heavier reliance on mobile internet access, community Facebook Groups, and local news sharing compared with large-metro areas.

User statistics (penetration and active use)

• County-specific social media penetration rates are not published in standard federal datasets. Publicly available, methodologically consistent estimates at the county level are limited.
• State and national benchmarks provide the most reliable proxy for expected usage levels in Marshall County:
  • Overall U.S. adult social media use: about 7 in 10 U.S. adults (≈69%) report using social media, per Pew Research Center’s Social Media Fact Sheet.
  • Rural vs. urban context: social media use is generally lower in rural areas than urban/suburban areas, though still a majority of adults; Pew tracks this pattern across repeated waves in its internet and technology reporting (see Pew Research Center Internet & Technology research).
• Practical interpretation for Marshall County: as a rural county, overall adult social media usage is typically expected to be somewhat below national averages but still widespread, with the highest concentration among working-age adults and younger residents.

Age group trends

National survey patterns (commonly used for rural counties lacking direct measurement) show usage is strongly age-graded:

• Highest use: 18–29 and 30–49 age groups report the highest social media adoption in Pew’s tracking (see Pew’s platform-by-age breakdowns).
• Middle use: 50–64 remains a substantial user segment, especially on Facebook and YouTube.
• Lowest use but still significant: 65+ usage is lower than younger groups, with Facebook and YouTube typically dominating among older adults.

Gender breakdown

• Women report higher use than men on several platforms, especially Facebook and Pinterest, while some platforms show smaller or no gender gaps depending on the year and platform. Pew publishes platform-specific gender splits in its fact sheet and detailed tables: Pew Research Center social media use (gender by platform).
• County implication: in community-oriented rural settings (local events, schools, churches, neighborhood networks), the higher female adoption on community-centric platforms tends to translate into more frequent use of Facebook Groups and local sharing networks.

Most-used platforms (with percentages where available)

County-level platform shares are not routinely published, so national platform reach is the most reliable data for comparing likely “most-used” services:

• YouTube and Facebook consistently rank among the most widely used platforms among U.S. adults.
• Other major platforms include Instagram, TikTok, Snapchat, X (Twitter), LinkedIn, Pinterest, and WhatsApp, with usage varying strongly by age.
• Percentages: Pew provides current U.S. adult usage estimates by platform (for example, YouTube and Facebook at the top tier) in its regularly updated tables: Pew Research Center platform usage estimates.

Behavioral trends (engagement patterns and preferences)

Behavioral patterns most associated with rural counties like Marshall County, consistent with national rural-usage research and local-market observations:

• Community information utility: Facebook (especially Groups) tends to function as a de facto community bulletin board (school updates, local events, weather impacts, missing pets, buy/sell/trade).
• Video-first consumption: YouTube is widely used across age groups for entertainment, DIY/how-to content, local sports highlights, and news clips; short-form video growth is strongest among younger adults (documented in Pew’s platform-by-age comparisons: Pew social media fact sheet).
• Messaging and lightweight posting over original publishing: engagement often centers on commenting, sharing, reacting, and direct messaging rather than maintaining public-facing creator-style profiles, particularly among older adults.
• Platform preferences by life stage:
  • Younger residents: higher relative use of TikTok, Instagram, Snapchat, with heavier video and DM-based interaction.
  • Older residents: heavier reliance on Facebook for local ties and YouTube for broad content utility.
• Time-of-day patterns: rural users commonly show peaks during early morning, lunch breaks, and evenings, aligned with commuting and shift-based work schedules; this is consistent with general U.S. engagement research but is not typically measured in official county-level datasets.

Method note: The most defensible statistics available for a county-level summary in the U.S. come from large national surveys (notably Pew). Marshall County-specific penetration and platform share estimates are not consistently published in publicly verifiable sources, so the figures cited above use Pew’s U.S. adult benchmarks and documented rural/age/gender patterns as the closest reliable reference point.

Marshall County family and associate-related public records include vital records and court records. Birth and death certificates for events in Marshall County are maintained at the state level by the Oklahoma State Department of Health, Vital Records Service; certified copies are generally restricted to eligible requestors under state rules. Marriage and divorce records are filed with the Marshall County Court Clerk as part of district court and marriage licensing functions; older records may also be available through statewide court indexing. Adoption records are handled through the district court and are generally sealed, with access tightly restricted by law.

Public-facing databases include Oklahoma court dockets and case indexes via Oklahoma State Courts Network (OSCN) (covers many district court filings) and land/ownership records that can relate to family/associates through the Marshall County Clerk records search (OKCountyRecords). County office contact and service information is published on the Marshall County, Oklahoma official website.

Access occurs online through the listed databases and in person through the Marshall County Court Clerk and County Clerk offices for certified or archived filings. Privacy restrictions commonly apply to vital records, sealed adoption files, and certain protected court information (juvenile matters, sensitive identifiers), while many civil filings and recorded instruments are publicly viewable.

Types of records available

Marriage records

• Marriage licenses and marriage certificates/returns: Issued by the county and typically include the completed return (proof of solemnization) filed after the ceremony.
• Marriage applications: Often retained as part of the license file and may include additional demographic details beyond what appears on the recorded license.
• Marriage record indexes: Some years may be searchable through state or third-party indexes where available.

Divorce and annulment records

• Divorce case files: Civil court records that may include the petition, summons/service, motions, orders, settlement documents, and related filings.
• Divorce decrees (final judgments): The final order dissolving the marriage, filed within the district court case.
• Annulments: Handled as district court matters; the court issues an order/judgment declaring the marriage void or voidable, and the file is maintained as a civil case record.

Where records are filed and how they can be accessed

Marriage (county-level filing)

• Filed/maintained by: Marshall County Court Clerk (records of marriage licenses and recorded returns).
• Access: Commonly available through in-person request at the court clerk’s office; copies are typically provided as plain or certified copies depending on request and eligibility under office policy. Some search capability may exist via county/state or subscription databases, depending on digitization and indexing for the year.

Divorce and annulment (district court filing)

• Filed/maintained by: Marshall County District Court records, held by the Marshall County Court Clerk as clerk of the district court.
• Access:
  • Case information: Oklahoma’s statewide court docket system provides electronic access to many district court docket entries and some documents, subject to court rules and redaction policies: Oklahoma State Courts Network (OSCN).
  • Copies of filed documents: Typically obtained from the court clerk’s office; availability of specific documents depends on whether the document is public, sealed, or restricted by rule or order.

State-level vital records

• Marriage and divorce verifications: Oklahoma maintains certain vital event information at the state level, generally used for verification rather than as the complete court case file.
• Maintained by: Oklahoma State Department of Health (OSDH), Vital Records: OSDH Vital Records.

Typical information included in these records

Marriage licenses/certificates (county records)

Common data elements include:

• Full names of spouses (often including maiden name where applicable)
• Date the license was issued and location (county)
• Date and place of marriage (as returned by officiant)
• Officiant name/title and signature
• Witness information (varies by form and time period)
• Ages/birth dates and residences (often included on the application; what appears on the recorded license varies by year)

Divorce decrees and case files (district court records)

Common data elements include:

• Names of the parties, case number, filing date, and court jurisdiction
• Grounds or basis asserted (historically more detailed; modern pleadings vary)
• Orders regarding:
  • Division of property and debts
  • Spousal support (alimony), when applicable
  • Child custody, visitation, and child support, when applicable
  • Name restoration (when requested and granted)
• Final judgment date and judge’s signature

Annulment orders/case files

Common data elements include:

• Parties’ names, case number, filing date, and court jurisdiction
• Findings supporting annulment under Oklahoma law
• Order/judgment declaring the marriage void/voidable and related relief (property, custody/support issues when applicable)

Privacy or legal restrictions

Marriage records

• General public nature: Marriage license records are generally treated as public records at the county level.
• Identity and fraud safeguards: Clerks may require identification for certified copies and may restrict certain request methods consistent with records-management practices.
• Redaction: Personally identifying information may be redacted from copies or online displays consistent with court/clerk policy and applicable law (for example, sensitive identifiers).

Divorce and annulment records

• Presumptively public with important exceptions: Oklahoma district court case files are generally public, but specific documents or information may be restricted.
• Sealed/confidential matters: Records can be sealed by court order; cases involving juveniles, adoption-related issues, protective orders in some contexts, or certain sensitive filings may have access limits.
• Financial and personal identifiers: Social Security numbers, dates of birth, account numbers, and similar identifiers are commonly subject to redaction rules for public access. Court rules and clerk policies govern what is viewable online versus obtainable at the courthouse.
• Certified copies: Certified decrees are issued by the court clerk and may require compliance with identification and fee requirements; access to non-public portions remains limited even when a certified copy is requested.

Marshall County is in south-central Oklahoma along the Texas border, anchored by Lake Texoma and the county seat of Madill, with additional population centers in Kingston and several smaller rural communities. The county’s population is relatively small and geographically dispersed, with a local economy tied to public services, retail and hospitality (including lake-related tourism), and regional trade and transportation corridors.

Education Indicators

Public school systems and campuses (public)

Marshall County’s public K–12 education is primarily provided through these independent school districts:

• Madill Public Schools (Madill)
• Kingston Public Schools (Kingston)
• Achille Public Schools (Achille)

School/campus name lists vary by district year-to-year (elementary/intermediate/middle/high configurations). The most consistent, source-maintained district and school listings are available via the [National Center for Education Statistics (NCES) “Search for Public Schools”](https://nces.ed.gov/ccd/schoolsearch/ target="_blank") and [NCES “Search for Public School Districts”](https://nces.ed.gov/ccd/districtsearch/ target="_blank") (filter by “Marshall County, OK” and district names above).

Student–teacher ratios and graduation rates

• Student–teacher ratios (public schools): NCES reports student/teacher ratios at the school and district level (varies by campus and year). Countywide ratios are not consistently published as a single figure; the most comparable figures are district-level NCES ratios for Madill, Kingston, and Achille.
  Source: [NCES district and school profiles](https://nces.ed.gov/ccd/ target="_blank").
• Graduation rates: Oklahoma reports graduation rates using the 4-year adjusted cohort methodology at the district and school level. Countywide rates are typically not reported as one figure; district-level graduation rates for local high schools are available in the [Oklahoma School Report Cards](https://oklaschools.com/ target="_blank") portal (select district/school, then “Graduation Rate”).

Adult educational attainment (adults 25+)

The most widely used county-level benchmark is the U.S. Census Bureau’s American Community Survey (ACS) 5-year estimates:

• High school diploma or higher (age 25+): County-level percentage reported in ACS.
• Bachelor’s degree or higher (age 25+): County-level percentage reported in ACS.
  Source: [U.S. Census Bureau ACS County Profile (Marshall County, OK)](https://data.census.gov/ target="_blank") (search “Marshall County, Oklahoma educational attainment”).

(ACS is the standard county proxy for adult attainment; it is model-based survey data and updated annually as multi-year estimates for smaller counties.)

Notable programs (STEM, career tech, AP/dual credit)

• Career and technical education (CTE): Marshall County students commonly access CTE through regional Oklahoma CareerTech systems serving southern Oklahoma. The definitive program offerings and partner-district arrangements are maintained by the relevant technology center(s) and the state.
  Source: [Oklahoma CareerTech](https://www.okcareertech.org/ target="_blank").
• Advanced Placement (AP) / dual credit: AP and concurrent/dual enrollment availability is typically reported by each district and reflected in high school course catalogs and the Oklahoma School Report Cards.
• STEM initiatives: STEM programming is generally embedded within district curricula and state standards; public, comparable countywide inventories are not consistently maintained in a single dataset. School-level program listings are best verified through district publications and the state report card portal.

School safety measures and counseling resources

• School safety: Oklahoma districts generally implement state-required safety planning (e.g., site safety plans, drills, coordination with local law enforcement) and may employ school resource officers or security measures based on district size and funding. District-specific safety policies are typically posted on district websites and reflected in board policies; statewide context is governed by Oklahoma school safety statutes and guidance.
  Reference: [Oklahoma State Department of Education (OSDE)](https://sde.ok.gov/ target="_blank").
• Counseling and student supports: Standard staffing includes school counselors and student support services, with availability varying by campus size. Oklahoma School Report Cards and district staffing reports are the most consistent public references for staffing patterns.

Employment and Economic Conditions

Unemployment rate (most recent available)

• Unemployment rate: The most current county unemployment figures are published by the U.S. Bureau of Labor Statistics (BLS) via Local Area Unemployment Statistics (LAUS) and are typically available monthly and annually.
  Source: [BLS LAUS county data (Oklahoma)](https://www.bls.gov/lau/ target="_blank") (Marshall County series).
  Note: A single “most recent year” value depends on the latest finalized annual average in the LAUS release cycle; BLS is the standard reference.

Major industries and employment sectors

County-level industry composition is most consistently summarized by ACS “Industry by occupation” and “Class of worker” tables and by regional economic profiles. In Marshall County, employment commonly concentrates in:

• Educational services, health care, and social assistance
• Retail trade
• Accommodation and food services (including tourism/seasonal lake activity)
• Public administration
• Construction and transportation/warehousing (regional trade and commuting-linked work)
• Manufacturing and agriculture (present but typically smaller share than services in many rural Oklahoma counties)

Primary source for sector shares: [ACS industry tables on data.census.gov](https://data.census.gov/ target="_blank") (search “Marshall County OK industry employed population”).

Common occupations and workforce breakdown

The most comparable county occupational group shares come from ACS occupation tables. Common broad groups typically include:

• Management, business, science, and arts
• Service occupations
• Sales and office
• Natural resources, construction, and maintenance
• Production, transportation, and material moving

Source: [ACS occupation tables on data.census.gov](https://data.census.gov/ target="_blank") (search “Marshall County OK occupation employed population”).

Commuting patterns, mean commute time, and out-of-county work

• Mean travel time to work: Reported by ACS at the county level (minutes).
  Source: [ACS commuting tables (Travel time to work) on data.census.gov](https://data.census.gov/ target="_blank").
• Commuting patterns: Rural counties with small employment bases commonly show a substantial share of residents commuting to nearby employment centers outside the county. The most direct measure is ACS “Place of work” and “County-to-county commuting” style tables where available, along with Census commuting/LODES datasets for detailed flows.
  Sources: [ACS place-of-work tables](https://data.census.gov/ target="_blank") and [LEHD/LODES origin-destination data](https://lehd.ces.census.gov/data/ target="_blank").
• Local employment vs. out-of-county work: The ACS place-of-work fields and LEHD flows provide the best publicly available proxy for the share working in-county versus out-of-county; a single consolidated county statistic is not always presented in one table, so the standard method is deriving shares from those datasets.

Housing and Real Estate

Tenure: homeownership and renting

• Homeownership rate and rental share: County-level tenure is published by ACS (occupied housing units owner-occupied vs renter-occupied).
  Source: [ACS housing tenure tables on data.census.gov](https://data.census.gov/ target="_blank") (search “Marshall County OK tenure”).

Median property values and recent trends

• Median home value: ACS reports median value of owner-occupied housing units for the county.
  Source: [ACS selected housing value tables](https://data.census.gov/ target="_blank").
• Recent trends: For small counties, ACS provides year-to-year updates but can show volatility due to sample size. For transaction-based trends (sales price indices), many commercial sources exist but are not uniformly available for every rural county; the most defensible public benchmark remains ACS median value, supplemented by Oklahoma assessor sales ratio studies where available at the state level.

Typical rent prices

• Median gross rent: ACS provides median gross rent for the county (includes utilities where applicable).
  Source: [ACS median gross rent tables](https://data.census.gov/ target="_blank").

Housing stock types (single-family, apartments, rural lots)

• Structure type mix: ACS reports units in single-family detached/attached, small multifamily, larger multifamily, and mobile homes. In Marshall County, the housing stock is typically dominated by single-family detached homes and manufactured/mobile homes, with limited multifamily inventory concentrated near Madill/Kingston and lake-area pockets.
  Source: [ACS “Units in structure” tables](https://data.census.gov/ target="_blank").

Neighborhood and location characteristics (schools/amenities)

• Community layout: Housing is split between small-town neighborhoods (Madill and Kingston) and rural/lake-area properties around Lake Texoma. School proximity is generally strongest within town limits; rural households often have longer drives to schools, grocery, and health services, consistent with dispersed settlement patterns.
• Amenities: Lake-access and recreation-related amenities influence local real estate patterns and seasonal occupancy in some areas; ACS seasonal vacancy indicators provide a public proxy for this dynamic.
  Source: [ACS vacancy and seasonal use tables](https://data.census.gov/ target="_blank").

Property taxes (rate and typical cost)

• Property tax overview: Oklahoma property taxes are administered locally with assessed values and millage rates varying by school district, municipality, and special districts. County-level effective property tax rates and median tax payments are available as ACS estimates:
  • Median real estate taxes paid (dollar amount)
  • Effective tax rate proxies (taxes as a share of home value can be derived from ACS median tax and median value, but this is an approximation)
    Source: [ACS “Real estate taxes paid” tables](https://data.census.gov/ target="_blank").
• For authoritative local millage and assessment rules, the county assessor and Oklahoma Tax Commission provide statutory context and assessment practices.
  Reference: [Oklahoma Tax Commission – Ad Valorem](https://oklahoma.gov/tax.html target="_blank") (ad valorem/property tax information; county-specific billing is local).

Data note: For Marshall County, the most recent, consistently comparable countywide percentages/medians for adult education, commuting, tenure, home value, rent, and property taxes come from the ACS 5-year estimates, while unemployment is most consistently current through BLS LAUS. District/school operational metrics (student–teacher ratios, graduation rates, program offerings, safety/counseling staffing) are most consistently verified via NCES and Oklahoma School Report Cards rather than a single county aggregate.