Upton County is a county in West Texas on the Edwards Plateau and within the Permian Basin region, situated west of San Angelo and north of the Rio Grande. Created in 1887 and organized in 1910, it developed as a sparsely settled ranching area before petroleum production became the dominant economic driver in the 20th century. The county remains small in population, with roughly three thousand residents, and is characterized by wide-open rural landscapes, low population density, and limited urban development. Oil and gas activity, along with supporting services and some livestock operations, shapes much of the local economy. The terrain consists largely of semi-arid plains and brushland typical of the Trans-Pecos–Permian Basin transition zone, with a climate marked by hot summers and low rainfall. The county seat and largest community is Rankin, which serves as the primary center for government and local services.

Upton County Local Demographic Profile

Upton County is a sparsely populated county in West Texas within the Permian Basin region; its county seat is Rankin. The county lies between the Midland–Odessa area and the Trans-Pecos region, and it is influenced by regional oil-and-gas activity.

Population Size

According to the U.S. Census Bureau QuickFacts for Upton County, Texas, the county’s population was 3,308 (2020 Census).

Age & Gender

County-level age distribution and sex composition are published by the U.S. Census Bureau in the American Community Survey (ACS). The most accessible county profile tables are available through the Census Bureau’s data portal; see data.census.gov and search for Upton County, Texas under ACS Demographic and Housing Estimates.

Exact age-group percentages and the male/female ratio were not retrieved in this response because they are presented in specific ACS tables on data.census.gov rather than summarized consistently on QuickFacts for every county page.

Racial & Ethnic Composition

The U.S. Census Bureau provides county-level race and Hispanic/Latino origin shares in the ACS profile tables on data.census.gov (search Upton County, Texas and open Demographic and Housing Estimates).

Exact percentages by race and ethnicity were not retrieved in this response because they are presented in specific ACS tables on data.census.gov rather than summarized consistently on QuickFacts for every county page.

Household & Housing Data

Household counts, average household size, housing-unit totals, occupancy, and related housing indicators are published in the ACS county profile tables on data.census.gov (search Upton County, Texas and open Demographic and Housing Estimates and Housing Characteristics tables).

Exact household and housing figures were not retrieved in this response because they are presented in specific ACS tables on data.census.gov rather than summarized consistently on QuickFacts for every county page.

Local Government Reference

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

Email Usage

Upton County is a sparsely populated West Texas county where long distances between households and limited wired infrastructure can constrain digital communication and make email access more dependent on available broadband and mobile networks. Direct county-level email usage statistics are not typically published; broadband and device access serve as standard proxies for likely email adoption.

Digital access indicators from the U.S. Census Bureau (data.census.gov) and the American Community Survey provide measures such as household broadband subscription and computer ownership, which track the practical ability to use email at home. Age structure also matters: populations with larger shares of older adults tend to show lower routine adoption of online services, while working-age shares typically align with higher use through employment and services. County age and sex distributions are available through U.S. Census Bureau QuickFacts for Upton County; gender is generally a secondary factor relative to connectivity and age.

Infrastructure limitations are commonly reflected in broadband availability and provider coverage shown in the FCC National Broadband Map.

Mobile Phone Usage

County context (location, settlement pattern, and terrain)

Upton County is in West Texas in the Permian Basin, with the county seat in Rankin. The county is predominantly rural with very low population density and large expanses of oil-and-gas and ranch land. These characteristics typically affect mobile connectivity by increasing the distance between towers, limiting backhaul options, and making in-building coverage more variable outside Rankin and along major corridors. Core reference geographies and population characteristics are documented by Census.gov QuickFacts for Upton County.

This overview separates:

  • Network availability (where mobile service is offered), and
  • Adoption/usage (whether households and individuals actually subscribe and how they use service).

County-specific adoption metrics for mobile subscriptions are limited compared with state and national reporting, so several indicators rely on tract/block-level coverage datasets and survey-based broadband adoption datasets that are not always published at the county level.

Network availability (where service exists)

FCC Broadband Data Collection (BDC): 4G/5G coverage mapping

The most widely used official source for U.S. mobile availability is the FCC’s Broadband Data Collection. The FCC publishes provider-reported coverage polygons for:

  • Mobile voice and
  • Mobile broadband by technology generation (e.g., LTE/4G, 5G variants)

These data show where carriers claim service, but they do not directly measure real-world speeds or indoor performance. FCC BDC maps can be viewed and queried via the FCC National Broadband Map, with background documentation on methods and limitations in the FCC Broadband Data Collection program materials.

County-level interpretation notes for Upton County (availability vs experience):

  • In rural West Texas counties, the BDC often shows broad outdoor LTE coverage along highways and populated nodes, while signal strength, indoor reliability, and peak-hour performance can vary materially due to tower spacing and terrain/building characteristics.
  • 5G availability, where reported, may include different layers (low-band “coverage” vs mid-band capacity) that behave differently; the FCC map differentiates mobile technologies by provider submissions, not by uniform performance thresholds across carriers.

Texas broadband planning and regional context

Texas maintains statewide broadband planning and datasets that contextualize rural connectivity challenges, including mobile and fixed broadband planning and mapping. A primary reference point is the Texas Broadband Development Office (BDO) (administered through the Texas Comptroller of Public Accounts), which publishes statewide broadband information and planning material.

Household adoption and mobile penetration (who subscribes and who relies on mobile)

Core limitation: mobile subscription adoption is not consistently published at the county level

Public datasets often report broadband adoption in categories such as “broadband of any type,” “cellular data only,” or “no internet subscription,” but county-specific mobile subscription penetration is not always released in a way that cleanly isolates Upton County.

Census-based household internet subscription indicators (adoption)

The most commonly cited household-level adoption indicators come from the U.S. Census Bureau’s American Community Survey (ACS), which includes “Internet Subscription” tables that distinguish:

  • Cellular data plan only
  • Broadband such as cable/fiber/DSL
  • Satellite
  • No subscription

These categories describe household adoption, not network availability. County-level availability of detailed ACS internet subscription breakdowns can vary by table and release, but the official entry point is the Census Bureau’s data portal and county profile pages. Relevant references include:

How to interpret “cellular data only” for Upton County:

  • “Cellular data only” is a useful proxy for mobile-only internet reliance, but it does not measure smartphone ownership directly.
  • In rural counties, mobile-only adoption can reflect gaps in fixed broadband availability, affordability constraints, or housing/work patterns (including temporary or employer-provided lodging). Where county-specific “cellular-only” shares are not readily published, the ACS remains the authoritative framework but requires table extraction rather than a single headline statistic.

Mobile internet usage patterns (4G/5G usage vs availability)

Availability vs typical usage

  • Availability is best represented by FCC BDC coverage layers (LTE/5G).
  • Actual usage patterns (how much data people consume, whether they routinely use 5G, and typical on-device experience) are not reported publicly at county granularity in most official datasets.

Practical pattern in rural counties (data-limited at county scale)

For Upton County specifically, public sources generally support statements about presence/absence of reported 4G/5G coverage (FCC BDC) but provide limited direct measurement of:

  • share of devices actively using 5G,
  • median mobile download/upload by county, or
  • time-of-day congestion patterns.

Performance measurement is more commonly available through third-party speed test aggregators, but those are not official administrative statistics and can be biased by who tests and where. This overview therefore treats performance and “typical usage” as not reliably quantifiable at the county level using official sources alone.

Common device types (smartphones vs other devices)

County-specific device ownership data: limited

There is no single, consistently published county-level statistic that cleanly reports “smartphone ownership rate” for Upton County in the same way some national surveys do.

What is measurable in public household surveys

  • ACS internet subscription types can indicate whether households rely on cellular data plans (a proxy for smartphone/hotspot-based access) but does not enumerate device types (smartphone vs tablet vs dedicated hotspot).
  • National-level device ownership is often tracked by federal surveys or major research organizations, but those estimates are typically not statistically robust at a small-county level.

As a result, statements about Upton County device mix are generally limited to:

  • Household reliance on cellular data-only internet subscriptions (ACS concept), and
  • The structural expectation that smartphones dominate mobile access nationally, without asserting a county-specific percentage absent a published county estimate.

Demographic and geographic factors influencing mobile usage in Upton County

Rurality, distances, and travel corridors

  • Low density settlement patterns tend to concentrate reliable coverage near Rankin and along major roadways and populated nodes, with larger coverage gaps or weaker signals in sparsely populated areas.
  • Long travel distances for work and services can increase the importance of continuous corridor coverage for both voice and data.

Economic base and transient populations (Permian Basin context)

Upton County’s position in the Permian Basin links it to an economy with oil-and-gas activity. Employment patterns that include field operations and geographically dispersed work sites can increase dependence on mobile connectivity for coordination and safety communications. Official county demographic and economic context is accessible via Census.gov QuickFacts and detailed ACS tables through data.census.gov.

Housing and broadband substitution effects

In rural counties, mobile service can substitute for fixed broadband where fixed infrastructure is limited or where households choose cellular-only subscriptions. The ACS “cellular data plan only” household measure is the most direct public indicator for this substitution effect, though extracting a precise Upton County estimate typically requires table queries on data.census.gov rather than relying on a single county dashboard statistic.

Summary: what can be stated reliably with public data

  • Network availability: Provider-reported LTE/4G and 5G availability can be checked at fine geographic resolution for Upton County using the FCC National Broadband Map. This represents reported service areas and does not equal guaranteed indoor performance or consistent speeds.
  • Household adoption: The most authoritative public framework for county-level adoption is the ACS “Internet Subscription” concept (including “cellular data plan only”), accessible via data.census.gov. County-specific mobile penetration metrics are not consistently published as a single headline figure for Upton County outside these survey tables.
  • 4G/5G usage patterns and device mix: Public, official county-level statistics are limited. Availability can be mapped (FCC), but county-level shares of 5G device usage, smartphone ownership, or mobile data consumption are generally not published in an official, county-specific way.
  • Key influencing factors: Upton County’s rural geography, low population density, and Permian Basin activity are the principal structural drivers shaping where coverage is strongest and why households may rely on mobile service for internet access.

Social Media Trends

Upton County is a sparsely populated county in West Texas in the Permian Basin, with Rankin as the county seat. The local economy is strongly tied to oil and gas activity, long travel distances, and a largely rural settlement pattern, which tends to concentrate social media use on mobile connections and community/news sharing rather than high-volume creator ecosystems.

User statistics (penetration / active use)

  • No county-specific, directly measured social media penetration rate is published by major U.S. survey programs; the most defensible estimates for Upton County are benchmarked to statewide and national survey findings and adjusted only qualitatively for rural context.
  • U.S. adults: About 69% report using at least one social media site (Pew Research Center, 2023). Source: Pew Research Center social media fact sheet.
  • Texas context: Texas does not have a uniquely reported “social media penetration” figure in Pew’s standard tables; usage patterns generally track national levels but vary by age, education, and urban/rural residence.
  • Rurality factor: Social media use is typically somewhat lower in rural areas than urban/suburban areas (pattern documented across Pew internet technology datasets). Source overview: Pew Research Center Internet & Technology research.

Age group trends (who uses social media most)

Based on Pew’s U.S. adult usage by age (2023), the highest-use cohorts are younger adults:

Local implication for Upton County: With a rural workforce tied to energy and supporting services, usage commonly centers on practical communication, local updates, and entertainment rather than highly diversified platform portfolios typically seen in large metros.

Gender breakdown

Pew finds gender differences are platform-specific rather than indicating a large overall gap in “any social media” usage:

  • Women are more likely than men to use platforms such as Pinterest and are also slightly more represented on some community-oriented networks.
  • Men are often more represented on certain discussion- and video/game-adjacent environments, while major platforms (e.g., Facebook, YouTube) are relatively broad-based.
    Source: Pew Research Center social media fact sheet.

Most-used platforms (percentages)

National adult usage shares from Pew (2023) provide the most reliable baseline for Upton County in the absence of county-level measurement:

Rural West Texas tendency (directional):

  • Facebook and YouTube typically function as the broadest-reach platforms for local news, community posts, and how-to/entertainment viewing.
  • TikTok/Instagram/Snapchat skew younger and are more sensitive to connectivity quality and handset-centric use.

Behavioral trends (engagement patterns / preferences)

  • Mobile-first consumption: Rural counties generally exhibit heavy reliance on smartphones for social and video use, aligning with national findings that smartphones are central to social media access. Source context: Pew Research Center Internet & Technology research.
  • Community information utility: Facebook groups/pages are commonly used in rural communities for local announcements, school and sports updates, event promotion, and informal commerce (yard-sale style listings), reflecting Facebook’s broad penetration and group features.
  • Video as a primary format: With YouTube’s very high national reach, short and long-form video (repairs, equipment, news clips, entertainment) tends to be a dominant content mode, especially in regions with strong trades/field-service employment.
  • Age-stratified platform mix:
    • Older adults: more concentrated on Facebook and YouTube.
    • Younger adults: more diversified use, with higher representation on Instagram, TikTok, and Snapchat (Pew age splits). Source: Pew Research Center social media fact sheet.
  • Engagement pattern: Rural users often show high engagement with locally relevant posts (public safety, weather, road conditions, school/community events) and comparatively lower engagement with hyper-niche influencer ecosystems than large urban markets, due to smaller local network graphs and community salience.

Family & Associates Records

Upton County family-related records primarily include vital records (birth and death certificates) and marriage records. In Texas, birth and death certificates are recorded at the county level but are issued under state rules; Upton County’s local registrar is the County Clerk, which also maintains marriage licenses and related filings. Adoption records are generally sealed under Texas law and are not maintained as open public records through county public search systems.

Public databases for Upton County commonly include online case and record index access rather than full-image vital records. Official county access points include the Upton County Clerk (vital and marriage records), the Upton County District Clerk (district court case records that may reference family relationships), and the Upton County website for office locations and hours. Property and tax records that can identify associates (co-owners, lienholders) are typically handled by the county appraisal/tax offices; the county site provides links and contacts.

Access is available in person through the relevant clerk’s office; some index searching and forms may be available online through official portals or third-party vendors linked by the county. Privacy restrictions apply to many vital records, with certified copies generally limited to eligible applicants; non-certified or informational access is more limited and varies by record type.

Marriage & Divorce Records

Types of records available

  • Marriage license records (and marriage applications/returns)
    Maintained as county records documenting the issuance of a marriage license and the completed license return (certificate) filed after the ceremony.

  • Divorce records (divorce decrees and case files)
    Maintained as district court records documenting the dissolution of marriage, including the final decree and associated filings in the civil case.

  • Annulment records (decrees of annulment and case files)
    Maintained as district court records in the same manner as divorce cases, documenting a judicial declaration that a marriage is void or voidable and the disposition of related issues.

Where records are filed and how they can be accessed

  • Upton County Clerk (marriage records; some older divorce indexes depending on local practice)

    • Filed/recorded: Marriage licenses are issued and recorded by the Upton County Clerk as the county’s official custodian of marriage records.
    • Access: Public access is typically provided through in-person requests at the clerk’s office and by written request. Some counties also provide online search tools or third-party platforms, but availability and coverage vary by county and time period.

  • Upton County District Clerk (divorce and annulment court records)

    • Filed/recorded: Divorce and annulment petitions, orders, and final decrees are filed in the district court, with the District Clerk serving as custodian of district court case records.
    • Access: Access is generally provided through in-person records search and copies requested from the District Clerk; some case information may be available through court record portals or statewide case search systems where implemented, with limitations for sealed/confidential materials.

  • Texas Department of State Health Services (DSHS), Vital Statistics (statewide verification)

    • Marriage verification: DSHS Vital Statistics maintains marriage verification for marriages recorded in Texas (not a certified copy of the county marriage license).
    • Divorce verification: DSHS maintains divorce verification for divorces granted in Texas (not a certified copy of the court’s decree).
    • Access: Requests are made through DSHS Vital Statistics according to state procedures.
    • Reference: Texas DSHS Vital Statistics (Marriage/Divorce) resources: https://www.dshs.texas.gov/vital-statistics

Typical information included in these records

  • Marriage license record

    • Full names of both parties (and commonly prior names where stated)
    • Date and place of license issuance (county and date)
    • Ages or dates of birth (as provided on the application, depending on time period)
    • Residences, birthplaces, and/or occupations (varies by form version and era)
    • Officiant name/title and date/place of ceremony (on the completed return)
    • Filing/recording information and signatures (applicants, clerk, officiant, witnesses where applicable)

  • Divorce decree and court file

    • Case style (party names), cause number, court, and county
    • Date of filing and date of judgment; findings on jurisdiction and grounds (as stated in pleadings/orders)
    • Final orders on marital status, property division, and name changes (when ordered)
    • Orders involving children when applicable (conservatorship/custody, possession/access, child support, medical support)
    • Orders involving spousal maintenance (when applicable)
    • Related filings may include petitions, service/return documents, temporary orders, financial information statements, and settlement agreements (scope varies by case and retention practices)

  • Annulment decree and court file

    • Case style, cause number, court, and county
    • Statutory basis/findings supporting annulment (as reflected in pleadings/orders)
    • Orders addressing property, name changes, and issues involving children when applicable
    • Related filings similar to divorce case files (petitions, service, orders), depending on the proceeding

Privacy or legal restrictions

  • Public records status

    • Marriage licenses and recorded marriage returns are generally public records in Texas once filed with the county clerk, subject to specific statutory confidentiality protections for particular data elements where applicable.
    • Divorce and annulment case records are generally public court records, but access can be restricted by law for specific categories of information and by court order.

  • Sealed/confidential court records

    • Texas courts can seal records in limited circumstances, and certain filings may be confidential by statute (for example, portions of cases involving minors, protective orders, or sensitive identifying information). Sealed materials are not available to the public and are released only as authorized by the court.

  • Sensitive information redaction

    • Court records and vital records commonly restrict or redact sensitive identifiers (such as Social Security numbers) and certain protected information. Texas court rules and privacy provisions govern how sensitive data is handled in filed documents.

  • State verification vs. certified copies

    • DSHS Vital Statistics typically provides verification letters for marriage and divorce as proof an event is on file at the state level; certified copies of marriage licenses are issued by the county clerk, and certified copies of divorce/annulment decrees are issued by the district clerk as the court record custodian.

Education, Employment and Housing

Upton County is a sparsely populated county in West Texas within the Permian Basin energy region, with its county seat in Rankin and a community profile shaped by oil-and-gas activity, small-town public services, and long travel distances to larger job and retail centers.

Education Indicators

Public schools (district and campus names)

  • Upton County is primarily served by Rankin Independent School District (Rankin ISD), a small rural district centered in Rankin. Commonly listed campuses include Rankin Elementary School, Rankin Middle School, and Rankin High School (campus naming can vary in listings due to combined-grade configurations in small districts).
  • For the most current official campus list and accountability details, the most reliable reference is the Texas Education Agency district profile for Rankin ISD (TEA Texas Academic Performance Report (TAPR) / district snapshot) and the Rankin ISD site (Rankin ISD).

Student–teacher ratios and graduation

  • Student–teacher ratios in very small rural West Texas districts commonly fall below large urban-district averages because of small enrollments and required course coverage; the definitive ratio for Rankin ISD varies by year and is reported in TAPR/PEIMS reporting. Upton County-wide, published “county student–teacher ratio” values often reflect small-number volatility; TAPR is the most stable official source.
  • Graduation rates for the district are reported annually in TAPR accountability reporting. County-only graduation rates are not consistently published as a standalone series; district reporting is the appropriate proxy.

Adult educational attainment (county level)

  • The most commonly cited county-level attainment series comes from the U.S. Census Bureau American Community Survey (ACS). Upton County’s attainment profile reflects a small population base, so margins of error can be comparatively large. The most recent ACS “Education” tables can be accessed via the Census profile tools for Upton County, Texas (data.census.gov).
  • Proxy description (when point estimates are volatile): In small Permian Basin counties, adult attainment often shows a majority with high school or higher, with bachelor’s degree or higher typically below large Texas metro averages; ACS tables provide the authoritative percentage estimates for the latest 5‑year period.

Notable programs (STEM, CTE, AP/dual credit)

  • In Texas, small districts such as Rankin ISD typically deliver Career and Technical Education (CTE) pathways aligned to state endorsements (often including energy-adjacent skill sets, trades, and business/IT), and many participate in dual credit arrangements through regional community colleges or service centers where feasible. Program availability is best verified through the district’s course catalog and TAPR CTE participation indicators.
  • Advanced Placement (AP) and other advanced coursework participation can be limited by cohort size in small districts; TAPR provides annual indicators for advanced course-taking where reported.

School safety and counseling

  • Texas districts implement state-required safety planning, emergency operations procedures, and staff training standards (including threat reporting and mandated drills). District-level safety messaging and protocols are typically published on the district website.
  • Student support services in small districts usually include school counseling (often a small counseling team serving multiple grade bands) and referrals to regional behavioral health resources; staffing levels and counseling program details are generally described in district student handbooks and TAPR staffing summaries.

Employment and Economic Conditions

Unemployment rate (most recent available)

  • The most current unemployment estimates are produced by the U.S. Bureau of Labor Statistics Local Area Unemployment Statistics (LAUS) and commonly distributed in county dashboards. The latest monthly/annual county series for Upton County is available through the BLS LAUS tools (BLS LAUS) and mirrored in Texas labor-market publications.
  • Context: Upton County’s unemployment rate tends to track the Permian Basin cycle, with pronounced variation tied to oil price and drilling activity. The definitive “most recent year” figure depends on the latest finalized annual average posted in LAUS.

Major industries and sectors

  • The county’s economy is heavily influenced by mining, quarrying, and oil and gas extraction, along with construction, transportation and warehousing, and public administration/education (local government and schools). This sector mix is consistent with Permian Basin counties and is reflected in ACS industry tables and Texas workforce reporting.

Common occupations and workforce composition

  • The occupational structure typically emphasizes:
    • Construction and extraction occupations
    • Transportation and material moving
    • Installation, maintenance, and repair
    • Office/administrative support and management in smaller absolute numbers
      County occupation detail is available in ACS “Occupation” tables for Upton County (ACS occupation tables on data.census.gov), with the note that small-population sampling increases uncertainty.

Commuting patterns and mean commute time

  • Commuting in Upton County often involves travel to and from surrounding Permian Basin job centers and oilfield sites, including multi-county commutes. The authoritative statistics for mean travel time to work, mode share, and out-of-county work patterns come from the ACS commuting tables for Upton County (ACS commuting tables).
  • Proxy description: In rural West Texas energy counties, mean commute times are frequently around the low‑to‑mid 20‑minute range, but oilfield shiftwork and job-site travel can push actual daily travel higher than “usual commute” measures captured by ACS.

Local employment vs. out‑of‑county work

  • Upton County residents often work both within the county (local schools, county services, and nearby oilfield operations) and in neighboring counties where larger service hubs and field operations are located. ACS “county-to-county commuting” style products are limited, but ACS workplace geography tables and Texas regional labor analyses provide the best proxies for in-/out-commuting.

Housing and Real Estate

Homeownership and rental share

  • The most current county homeownership rate and renter share are published in ACS housing tenure tables for Upton County (ACS housing tenure tables). Small-county sampling can produce noticeable year-to-year movement, so the ACS 5‑year series is typically the most stable.

Median property values and trends

  • Median owner‑occupied home value for Upton County is reported in ACS housing value tables (ACS home value tables).
  • Trend context: In Permian Basin counties, home values and listing prices tend to rise during energy booms (due to in-migration and limited housing supply) and flatten or soften during downturns. County-specific price trends are best tracked through multi-year ACS medians (values) and local appraisal roll data (taxable values).

Typical rent prices

  • Median gross rent is reported in ACS rent tables for Upton County (ACS rent tables). In small markets, median rent can shift with a small number of units or short-term worker demand.

Housing stock and types

  • Upton County housing is dominated by single-family detached homes and manufactured housing, with a smaller inventory of apartments relative to metropolitan areas. Rural lots and low-density neighborhoods are common outside the core of Rankin. Housing-type distribution is available in ACS “Units in structure” tables.

Neighborhood characteristics and proximity to amenities

  • Residential areas are primarily organized around Rankin for proximity to schools, county offices, and basic retail/services, with more dispersed rural residences tied to ranching and oilfield-related land use. Amenity density is limited compared with metro areas; access to schools and public services is generally highest within and immediately around Rankin.

Property taxes (rates and typical owner cost)

  • Texas property taxes are levied by overlapping local jurisdictions (county, school district, and any special districts). In Upton County, the school district component is typically the largest share, consistent with Texas norms.
  • Tax rates and typical bills vary by taxing unit, exemptions, and appraised value; the most authoritative local reference is the Upton County Appraisal District (Upton County Appraisal District) and the county tax office postings.
  • As a statewide benchmark, Texas effective property tax rates commonly cluster around ~1.5%–2.0% of market value (effective rates vary widely by location and appraisal practices); county-specific effective rates and average tax bills are best derived from appraisal district totals and ACS “selected monthly owner costs” tables for homeowner cost burden where available.

Data note (small-county reliability): Upton County’s small population means several ACS indicators (education, occupation, housing values/rents) can have wider margins of error than large counties; district and appraisal-district administrative records provide the most precise local figures for schools and property taxation.

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