Clay County is located in southeastern Kentucky in the Appalachian region, bordering Jackson, Laurel, Knox, Bell, Leslie, and Owsley counties. Established in 1807 and named for statesman Henry Clay, it developed as a rural mountain county shaped by river valleys and forested ridges. The county is small in population, with about 20,000 residents, and is characterized by dispersed communities rather than large urban centers. Manchester, the county seat, serves as the primary administrative and commercial hub. Clay County’s landscape includes sections of the Daniel Boone National Forest and terrain typical of the Cumberland Plateau, supporting outdoor-based land use and limited agriculture. Historically tied to coal mining and timber, the local economy also includes public-sector employment, services, and small-scale manufacturing. Cultural life reflects broader Appalachian traditions, including strong family networks, church-centered community activity, and regional music and crafts.

Clay County Local Demographic Profile

Clay County is located in southeastern Kentucky within the Appalachian region, bordering counties such as Jackson, Owsley, Laurel, and Knox. The county seat is Manchester, and county-level services and planning information are published through the Clay County official website.

Population Size

According to U.S. Census Bureau QuickFacts (Clay County, Kentucky), Clay County’s population size and related core indicators are reported by the Census Bureau for the most recent available reference year shown on that page.

Age & Gender

Age distribution (by major age groups) and the gender split are reported by the U.S. Census Bureau in its county profile. The most direct county summary is available via U.S. Census Bureau QuickFacts (Clay County, Kentucky), which includes standard measures such as:

  • Percent under 18
  • Percent 65 and older
  • Female share of the population (from which the gender ratio can be derived)

Racial & Ethnic Composition

Race and Hispanic/Latino ethnicity statistics for Clay County are published by the Census Bureau. The county’s racial and ethnic composition (including categories such as White, Black or African American, American Indian and Alaska Native, Asian, and Hispanic/Latino) is provided on U.S. Census Bureau QuickFacts (Clay County, Kentucky).

Household & Housing Data

Household and housing characteristics for Clay County—including metrics commonly used in local planning such as number of households, average household size, owner-occupied housing rate, and housing unit counts—are reported by the Census Bureau and summarized at U.S. Census Bureau QuickFacts (Clay County, Kentucky).

Email Usage

Clay County, Kentucky is a rural Appalachian county with low population density and mountainous terrain, factors that can raise the cost and complexity of last‑mile broadband deployment and reduce everyday reliance on online communication tools like email.

Direct county-level email usage statistics are not routinely published, so broadband and device access serve as proxies for likely email access and adoption. The most comparable indicators are available from the U.S. Census Bureau (data.census.gov) and its American Community Survey, including: household broadband subscription rates, smartphone-only connectivity, and the share of households with a computer. Lower broadband and computer access generally correlate with reduced email use, particularly for attachment-heavy tasks (forms, job applications, healthcare portals).

Age structure also influences email adoption. Counties with higher shares of older adults typically show lower rates of routine use of email and other online services, while school-age and working-age populations tend to drive adoption; Clay County’s age distribution can be reviewed via ACS demographic profiles.

Gender distribution is usually near parity and is not a primary driver compared with access and age. Connectivity constraints in eastern Kentucky are documented in the FCC National Broadband Map, which reports location-level availability and technology types.

Mobile Phone Usage

Clay County is located in southeastern Kentucky in the Appalachian region. It is predominantly rural and mountainous, with winding valleys and ridgelines that can interrupt line-of-sight radio propagation and complicate tower siting and backhaul. The county seat is Manchester, and overall population density is low relative to Kentucky’s urban counties; these physical and settlement patterns are important contextual factors in mobile network design and user experience.

Key terms and data limitations (county-level)

County-specific, directly measured statistics for “mobile phone penetration” are limited. The most comparable county-level indicators typically come from:

  • Survey-based measures of household internet access and device ownership from the U.S. Census Bureau (often available for counties, but not always at high precision).
  • Model-based or provider-reported coverage availability from the FCC (availability does not measure adoption or service quality).

Coverage maps and availability datasets describe where service is marketed as available, not whether households subscribe, can afford service, or experience consistent performance.

Network availability (coverage) vs. household adoption (use)

Network availability refers to whether mobile providers report 4G LTE or 5G service in an area.
Household adoption refers to whether residents actually have mobile subscriptions, smartphones, and/or rely on mobile data for internet access.

These concepts diverge in rural Appalachia where terrain, household income, and housing patterns can reduce effective usability even when “available” coverage is reported.

Mobile network availability in Clay County (4G/5G)

FCC-reported availability (location-based)

The FCC’s Broadband Data Collection (BDC) provides location-based reporting for mobile broadband availability, including 4G LTE and 5G. These data are the primary federal source for where mobile providers claim service is available, and they can be viewed through FCC mapping tools and data downloads. See the FCC’s broadband maps and data pages via FCC National Broadband Map and the underlying program documentation at FCC Broadband Data Collection.

Interpretation notes for Clay County’s terrain:

  • Mountainous topography increases the likelihood of localized coverage gaps and variable signal strength over short distances.
  • Reported availability can exceed practical usability indoors, in hollows/valleys, or along secondary roads due to clutter and terrain shadowing.
  • Backhaul limitations (fiber scarcity in rugged terrain) can affect congestion and real-world throughput even where radio coverage exists.

4G LTE vs. 5G availability

County-level summaries of 5G presence are typically inferred from the FCC map and carrier coverage layers rather than a single official county statistic. In rural Kentucky counties, 4G LTE is generally more geographically extensive than 5G, while 5G (especially mid-band or higher-capacity layers) tends to cluster around population centers and major travel corridors. For Clay County specifically, authoritative determination of 5G extent should be taken from the FCC availability layers rather than generalized statements. The FCC map provides the most direct, public method to distinguish LTE and 5G availability by location.

Household adoption and mobile internet use (what residents actually use)

Internet subscription and “mobile-only” reliance

For county-level household adoption patterns, the most defensible public source is the U.S. Census Bureau’s American Community Survey (ACS), which includes measures such as:

  • Whether households have an internet subscription
  • Types of internet subscription (including cellular data plans)
  • Device ownership (computing devices, smartphones in some ACS tabulations)

County estimates can be accessed through Census.gov data tools (ACS tables vary by year and release; margins of error can be large in smaller counties).

Important distinction:

  • ACS “cellular data plan” indicates a household reports internet via a cellular data plan, which is a closer proxy for reliance on mobile broadband.
  • FCC availability indicates providers report service is offered at locations; it does not indicate take-up.

Because Clay County is rural with pockets of limited wireline broadband coverage, mobile data plans can function as a substitute for home internet for some households. The extent of that substitution in Clay County should be quantified using ACS county tables rather than statewide averages.

Device types (smartphones vs. other devices)

County-specific breakdowns of device type are not consistently published at high resolution. The most commonly used, public, and methodologically consistent indicators come from:

  • ACS device ownership categories (e.g., computer, tablet, smartphone depending on year/table availability) accessible via Census.gov.
  • National surveys (e.g., Pew Research Center) that characterize smartphone adoption and mobile-dependent internet use, but these are typically not county-representative.

In rural counties such as Clay, smartphones are generally the dominant mobile device for internet access compared with dedicated mobile hotspots, though hotspots are used in some rural households as a home-internet substitute. This statement reflects typical rural usage patterns; a Clay County–specific share by device type is not reliably available from a single official county dataset.

Mobile internet usage patterns (practical performance and typical constraints)

Public datasets that directly measure usage behavior (hours online, app categories, data consumption) at the county level are generally not available. The best county-relevant, non-speculative descriptors come from the interaction of:

  • Coverage/availability layers (FCC BDC)
  • Topography and settlement dispersion
  • Socioeconomic indicators (ACS)

Common rural usage constraints that are especially relevant in mountainous areas include:

  • Indoor coverage variability: building penetration and terrain shadowing can reduce indoor LTE/5G usability.
  • Congestion in small hubs: performance may be weaker in town centers during peak times where a small number of sites serve many users.
  • Backhaul bottlenecks: limited middle-mile infrastructure can constrain speeds independent of radio technology.

These are general engineering considerations; they do not substitute for county-measured speed testing or subscription data.

Demographic and geographic factors influencing mobile usage in Clay County

Geography and terrain

  • Appalachian topography (steep slopes, narrow valleys) often produces patchy coverage patterns, affecting both voice and data reliability across short distances.
  • Low density and dispersed housing reduce provider incentives for dense site grids and can increase distances to the nearest tower.

Socioeconomic factors

Clay County has historically faced economic challenges relative to state and national averages, which can influence:

  • The ability to afford higher-tier plans or newer devices
  • The likelihood of relying on a single smartphone as the primary internet device

County-level socioeconomic baselines (income, poverty, age structure) are available through Census.gov. These indicators can be used to contextualize adoption rates without conflating them with coverage.

State and local broadband context (mobile as part of overall connectivity)

Kentucky’s statewide broadband efforts and mapping can provide context for areas where residents may rely more heavily on mobile service due to limited wireline options. State resources are available through the KentuckyWired program and the Commonwealth Office of Broadband Development. These sources describe statewide initiatives and planning but do not replace county-level adoption metrics.

For local orientation and geographic context, the county’s official information is available through the Clay County, Kentucky website (site structure and availability can vary).

Summary of what can be stated definitively

  • Clay County’s rural, mountainous Appalachian geography is a material factor affecting mobile coverage consistency and real-world performance.
  • FCC BDC data provides the primary public, location-based source for network availability (4G LTE/5G) in the county, viewable via the FCC National Broadband Map.
  • ACS (Census.gov) provides the primary public source for household adoption indicators relevant to mobile connectivity (internet subscriptions including cellular data plans; selected device ownership), accessible via Census.gov.
  • County-level smartphone vs. non-smartphone breakdowns and detailed usage behavior are not consistently available from official public sources; device-type and reliance are best approximated through ACS device/internet-subscription tables rather than generalized national surveys.

Social Media Trends

Clay County is in southeastern Kentucky in the Appalachian region, with Manchester as the county seat. The county’s rural settlement pattern, lower population density, and commuting ties to nearby regional hubs influence connectivity choices and typically elevate the importance of mobile-first internet access and Facebook-centric local information sharing.

User statistics (penetration and overall usage)

  • Local (county-level) social media penetration: Publicly available, methodologically robust county-specific social media penetration estimates are generally not published by major survey organizations. As a result, the most reliable benchmarking for Clay County uses Kentucky and U.S. survey baselines plus the county’s rural Appalachian context.
  • U.S. adult usage baseline: About 69% of U.S. adults use at least one social media site, according to Pew Research Center’s social media fact sheet. This figure is commonly used as a benchmark for counties without direct measurement.
  • Kentucky context: Kentucky’s rural share is higher than the national average, and rural adults report lower broadband availability and different platform mixes than urban areas; these factors commonly shift usage toward mobile access and community-oriented platforms. National rural/urban patterns are summarized in Pew Research Center’s internet and broadband fact sheet.

Age group trends (who uses social media most)

National survey data show strong age gradients that generally apply in rural counties as well:

  • 18–29: Highest overall social media use; heavy multi-platform use (notably Instagram, Snapchat, TikTok).
  • 30–49: High use; Facebook and YouTube remain important, with Instagram also significant.
  • 50–64: Majority use; Facebook and YouTube dominate, with less use of Snapchat/TikTok.
  • 65+: Lowest use but substantial adoption; Facebook and YouTube are the leading platforms.
    Source baseline: Pew Research Center platform-by-age estimates.

Gender breakdown

  • Overall pattern: U.S. adults show small-to-moderate gender differences by platform, more than in “any social media” use. Women tend to report higher use of platforms oriented to social connection and sharing (notably Facebook, Instagram, Pinterest), while men are often slightly more represented on platforms with news, forum, or video-centric use (patterns vary by platform and year).
  • Best available reference: Platform-by-gender estimates are tracked in the Pew Research Center social media fact sheet.

Most-used platforms (benchmark percentages)

County-specific platform shares are not typically published; the most reliable available figures are U.S. adult benchmarks from Pew:

Behavioral trends (engagement patterns and preferences)

  • Mobile-first engagement: Rural counties with lower fixed-broadband availability tend to rely more on smartphones for access and engagement; this correlates with heavier use of video feeds (YouTube, TikTok) and Facebook groups/pages for local updates. National context: Pew broadband and device access indicators.
  • Community information flow: In rural Appalachian counties, Facebook commonly functions as a primary channel for community notices (events, closures, local commerce), with groups and local pages driving repeated visits and comment threads.
  • Video consumption dominance: YouTube’s broad adoption makes it the most universal platform; usage frequently includes how-to content, music, news clips, and entertainment, aligning with cross-age adoption in Pew’s platform data.
  • Age-based platform split: Younger adults concentrate more time on TikTok/Instagram/Snapchat, while older adults concentrate more on Facebook/YouTube; this produces distinct local content ecosystems (short-form video trends vs. community bulletin-style posts).
  • Messaging as a social layer: Private messaging (including Facebook Messenger and SMS-based sharing) often complements public posting in rural areas, reinforcing “share-with-known-contacts” behavior over broad public broadcasting.

Family & Associates Records

Clay County family and associate-related public records primarily include Kentucky vital records (birth, death, marriage, and divorce). Birth and death certificates are issued and maintained at the state level by the Kentucky Office of Vital Statistics; county-level access is commonly provided through the local vital records office. Marriage licenses are recorded by the Clay County Clerk, and divorce records are filed with the Clay Circuit Court (court records are accessed through the Kentucky Court of Justice).

Online public databases for vital records are limited. Some services support remote ordering and verification through state-authorized vendors, while index-level information may be available through state and court systems rather than county databases.

In-person access is provided through the Clay County Clerk (marriage records and related recordings) and the Kentucky Court of Justice (divorce and other court filings). State-level vital records information and ordering are provided by the Kentucky Office of Vital Statistics.

Privacy restrictions apply to many family records. Kentucky birth certificates are generally restricted for a set period (commonly 100 years), and death certificates are typically restricted for a shorter period (commonly 50 years). Adoption records are generally sealed and accessible only under limited, authorized circumstances. Fees, identification requirements, and certified-copy rules are set by the issuing office.

Marriage & Divorce Records

Types of records available

  • Marriage records (licenses/returns/certificates)
    • In Kentucky, marriages are authorized by a marriage license issued by the county clerk. After the ceremony, the officiant completes the return, and the clerk records it as the county’s marriage record.
  • Divorce records (decrees/judgments/orders)
    • Divorces are civil court matters. The final outcome is recorded in a Final Decree/Judgment of Dissolution (and related orders) maintained in the circuit court case file.
  • Annulment records
    • Annulments are handled through the courts and result in a judgment/order of annulment maintained in the circuit court case file (filed and indexed like other domestic relations actions).

Where records are filed and how they can be accessed

  • Marriage licenses and recorded marriage returns
    • Filed/maintained by: Clay County Clerk (county-level recording of marriage licenses/returns).
    • Access: Requests are typically handled through the county clerk’s office. The clerk can provide copies of recorded marriage documents according to office procedures and applicable fees.
    • State-level copies: The Kentucky Office of Vital Statistics maintains statewide marriage records and issues certified copies for marriages recorded in Kentucky.
  • Divorce decrees/judgments and annulment judgments
    • Filed/maintained by: Clay County Circuit Court Clerk as part of the domestic relations case file (Kentucky circuit courts have jurisdiction over dissolution/annulment).
    • Access: Copies are obtained from the circuit court clerk’s office. The public docket and file access are governed by Kentucky court rules and may require in-person request or approved record-request processes; fees apply for copies and certifications.
    • State-level verification/copies: The Kentucky Office of Vital Statistics also maintains statewide divorce records and issues certified copies of divorce documents as authorized by law and regulation.
  • Online access

Typical information included in these records

  • Marriage license/record
    • Full names of both parties
    • Date and place (county) of license issuance and marriage
    • Ages/birth information (varies by period and form)
    • Residences at time of application (varies by period and form)
    • Officiant name/title and date of ceremony
    • Clerk recording information (book/page or instrument number; filing/recording date)
  • Divorce decree/judgment (dissolution)
    • Names of parties and case number
    • Court (Clay Circuit Court) and date of decree
    • Legal findings and dissolution date
    • Terms/orders incorporated in the judgment, commonly including property division, restoration of a former name, child custody/time-sharing, child support, and maintenance (spousal support), as applicable to the case
  • Annulment judgment
    • Names of parties and case number
    • Court and date of judgment
    • Determination that the marriage is void/voidable under Kentucky law and associated orders (including name restoration and other relief)

Privacy or legal restrictions

  • Marriage records
    • Marriage licenses and recorded returns are generally treated as public records held by the county clerk, subject to Kentucky’s public records framework and standard identification/certification requirements for certified copies.
  • Divorce and annulment court records
    • Case files are generally public court records, but sealed records and confidential information are restricted by Kentucky court rules and orders. Common restrictions include protection of minors’ information, Social Security numbers, financial account numbers, and records sealed by the court.
    • Domestic violence-related filings and certain child-related materials may have additional access limits depending on the document type and court orders.
  • Vital statistics copies
    • Certified copies issued by the Kentucky Office of Vital Statistics are subject to state statutory and administrative restrictions, including identity verification and eligibility rules for certain certified records.

Education, Employment and Housing

Clay County is in southeastern Kentucky in the Appalachian region, with Manchester as the county seat and the Hal Rogers Parkway providing regional access. The county is predominantly rural and mountainous, with a dispersed settlement pattern and a population base that is smaller and older than many Kentucky metro counties, alongside comparatively lower household incomes and higher poverty rates typical of Central Appalachia.

Education Indicators

Public schools (counts and names)

Clay County is served primarily by Clay County Public Schools. Public school listings are maintained by the district and the Kentucky Department of Education; the most consistently listed schools include:

  • Clay County High School
  • Clay County Middle School
  • Big Creek Elementary School
  • Fogertown Elementary School
  • Manchester Elementary School
  • Oneida Elementary School
  • Pigeonroost Elementary School
  • Red Bird Elementary School
    School rosters and status can change due to consolidation or grade reconfiguration; the most current school directory is available through the district and KDE accountability pages (see the district’s site and KDE school report cards via the Kentucky Department of Education).

Student–teacher ratios and graduation rates

  • Student–teacher ratio (proxy): Publicly reported ratios are typically presented at the district or school level and may vary by year and school. In rural Appalachian Kentucky districts, ratios commonly fall in the mid-teens to high-teens (students per teacher); Clay County’s most recent official ratio should be taken from the latest district or school report card on KDE.
  • Graduation rate: Kentucky publishes 4-year adjusted cohort graduation rates by high school on the KDE report card system. Clay County High School’s current rate is reported there; county rates in the region often track around the upper-80s to low-90s percent range in many years, but the definitive value should be taken from the most recent KDE release.

(Direct, county-specific student–teacher ratio and graduation-rate figures were not retrievable here without live lookup; KDE report cards are the authoritative source.)

Adult education levels

Clay County’s adult educational attainment is documented in U.S. Census Bureau American Community Survey (ACS) tables.

  • High school diploma (or equivalent) and higher (age 25+): Clay County is below Kentucky and U.S. averages.
  • Bachelor’s degree or higher (age 25+): Clay County is substantially below state and national averages, reflecting the broader educational attainment pattern in Central Appalachia.
    The most recent county attainment estimates are available through the U.S. Census Bureau’s data.census.gov (ACS “Educational Attainment” tables).

Notable programs (STEM, vocational, AP)

  • Career and Technical Education (CTE): Kentucky districts commonly deliver vocational pathways aligned to state CTE programs (health sciences, welding, construction trades, business/IT, transportation/logistics where offered). Clay County’s current pathway list is typically posted by the district and reflected in KDE profiles.
  • Advanced Placement / dual credit (proxy): Rural Kentucky high schools often offer AP and/or dual-credit options through regional postsecondary partners; the definitive course catalog is maintained locally by the high school and district.
  • Workforce-aligned training: Regional workforce efforts in southeastern Kentucky frequently emphasize healthcare support roles, skilled trades, and industry certifications, with program availability dependent on staffing and facilities in a given year.

School safety measures and counseling resources

Kentucky public schools generally operate with:

  • School resource officers (SROs) or law-enforcement coordination, controlled entry practices, visitor procedures, and safety drills.
  • Student support services that include school counselors and access to mental/behavioral health referral pathways, with exact staffing varying by school.
    Statewide frameworks and district policy references are routed through KDE guidance and local board policy; the most direct references are typically posted on district safety and student services pages and KDE safety resources (see KDE via kde.state.ky.us).

Employment and Economic Conditions

Unemployment rate (most recent year available)

County unemployment rates are published by the U.S. Bureau of Labor Statistics (BLS) Local Area Unemployment Statistics (LAUS). Clay County’s most recent annual average unemployment rate should be taken from BLS LAUS county tables (the standard source is the BLS LAUS program).
(An exact current-year figure cannot be stated here without live retrieval; southeastern Kentucky counties often run above the U.S. average and can be volatile year-to-year.)

Major industries and employment sectors

Clay County’s employment base is typical of rural Appalachian counties, with concentrations commonly found in:

  • Educational services (public schools as a major employer)
  • Health care and social assistance
  • Retail trade and accommodation/food services
  • Public administration
  • Construction and transportation/warehousing (smaller share)
  • Resource-linked and legacy sectors (historically coal-related), though the regional mix has shifted over time
    Sector breakdowns are available in ACS “Industry by occupation/employment” tables on data.census.gov.

Common occupations and workforce breakdown

Occupational distribution in Clay County commonly tilts toward:

  • Service occupations (food service, personal care, protective service)
  • Office/administrative support
  • Sales
  • Production, transportation, and material moving
  • Construction and extraction (varying by year)
    The definitive shares are published in ACS “Occupation” tables (see data.census.gov).

Commuting patterns and mean commute times

  • Mode: Most workers commute by car/truck/van, with limited public transit options typical of rural counties.
  • Commute time: Mean commute times in rural Kentucky frequently fall around the 20–30 minute range, though dispersed housing and out-of-county work can push some commutes longer. The exact Clay County mean travel time is reported by ACS commuting tables on data.census.gov.

Local employment vs. out-of-county work

Clay County’s limited local job base relative to the working-age population results in a meaningful share of residents working outside the county, particularly to nearby counties with larger healthcare, education, retail, and public-sector footprints. The ACS “Place of Work” and commuting flow estimates provide the best available quantitative proxy for in-county versus out-of-county work (via data.census.gov).

Housing and Real Estate

Homeownership rate and rental share

Clay County’s housing tenure pattern is predominantly owner-occupied, typical of rural Kentucky, with a smaller renter-occupied segment concentrated near Manchester and along main corridors. The current homeownership and rental shares are published in ACS “Tenure” tables on data.census.gov.

Median property values and recent trends

  • Median home value: Clay County’s median owner-occupied home value is well below Kentucky and U.S. medians, reflecting lower land and housing costs and a larger share of older housing stock.
  • Trend: Like much of the U.S., rural Kentucky experienced price increases during 2020–2022, followed by slower growth as interest rates rose; the pace in Clay County tends to be more moderate than in metro areas.
    For official median value estimates, use ACS “Value” tables on data.census.gov. For market trend context, regional housing indices and listings provide directional information but are not substitutes for ACS.

Typical rent prices

  • Median gross rent: Rents are generally below state and national medians, with limited multifamily supply and more single-family rentals and small complexes. The official median gross rent is reported in ACS “Gross Rent” tables on data.census.gov.
    (Exact current rent medians require live lookup; ACS remains the standard benchmark for countywide typical rent.)

Types of housing

Clay County’s housing stock is characterized by:

  • Single-family detached homes as the dominant structure type
  • Manufactured homes (mobile homes) at a comparatively higher share than metro Kentucky
  • Small multifamily properties and limited apartment inventory, mainly near Manchester
  • Rural lots and holler/valley residences with larger parcels and variable utility access
    These distributions are documented in ACS “Units in Structure” and related housing tables on data.census.gov.

Neighborhood characteristics (proximity to schools/amenities)

  • Manchester area: Greater proximity to the courthouse, retail, healthcare clinics, and county services, with shorter drives to schools and community facilities.
  • Outlying communities: Longer travel times to schools and daily services; housing tends to be more dispersed with greater reliance on personal vehicles and fewer sidewalks and centralized amenities.

Property tax overview (rate and typical homeowner cost)

Kentucky property taxes are levied by a combination of county, city (where applicable), school district, and special districts, with assessments administered locally under state rules.

  • Effective property tax rates in Kentucky are generally moderate to low compared with many states, and typical annual tax bills in Clay County are often relatively low in dollar terms because assessed values are lower.
  • The most authoritative local figures are maintained by the Property Valuation Administrator (PVA) and county tax offices; state context is available through the Kentucky Department of Revenue.
    (A single countywide “average rate” and “typical homeowner cost” varies significantly by taxing jurisdiction and assessed value; a precise figure requires the current Clay County levy and assessment roll.)

Primary data references: U.S. Census Bureau ACS via data.census.gov; BLS LAUS via bls.gov/lau; Kentucky school accountability and district information via kde.state.ky.us.