Public Reference

Industry Primers

Bottom-up NAICS industry primers written for both public-market and private investors. Leaf industries are researched from the ground up; every group, subsector, and sector above them reads as a contrast across the industries beneath it.

2122 industries · 24 sectors · NAICS 2022

Researched with AI assistance from official U.S. statistics and independent sources, with citations on every page. Figures are not individually verified against pinned evidence — primers marked Evidence-verified are. Industry research, not investment advice. Methodology.

SubsectorNAICS 611Educational Services

Educational Services (U.S.) — NAICS 611

A Histometrics rollup primer for public-market and private investors. Under the North American Industry Classification System (NAICS, the U.S. government's standard scheme for coding businesses by activity), 2022 code 611 is the three-digit subsector that gathers all of American education into seven child industry groups (four-digit codes 6111–6117). This page synthesizes the seven child primers plus our ground-truth federal statistics for this level; it does not re-research from scratch.

1. Overview

NAICS 611 is one of the largest activities in the U.S. economy by headcount and one of the least "investable" in the ordinary sense. It runs from kindergarten through the research university, and out sideways into flight academies, corporate leadership seminars, swim schools, SAT tutors, and the companies that sell tests and software to all of them.

Two facts frame everything below. First, the mass of this subsector is public and nonprofit, and cannot be bought as a stock — tax-funded school districts, state universities, and community colleges employ the great majority of the people in it, and an investor's only direct exposure to them is the credit quality of their bonds. Second, the investable money sits in a thin, fast-moving commercial fringe — for-profit school operators, trade schools, corporate-training firms, tutoring and enrichment franchises, and the testing-and-software "picks and shovels" — most of it privately held.

The distinctive value of the subsector view is the contrast across the seven children. They are not seven versions of one business; they split cleanly into two economies that barely overlap. By employment, the subsector is dominated by the three degree-granting children (universities, K–12, junior colleges) that are overwhelmingly public. By measured commercial receipts, it is dominated by the four non-degree children (other instruction, support services, business/computer training, trade schools) that are overwhelmingly private. Section 2 lays that split out; the rest of the page treats the subsector as a whole.

2. What's inside — the seven children and how they differ

NAICS nests from broad to narrow: sector (2-digit) → subsector (3-digit, this page) → industry group (4-digit) → industry (5-digit) → national industry (6-digit). Code 611 fans out into seven industry groups. The table leads with the contrast; the prose unpacks it. (Employment share is the 2023 County Business Patterns measure, available for all seven and summing exactly to the subsector total; "measured receipts" is the 2022 Economic Census measure, which — for reasons explained in Section 3 — captures only the commercial children.)[1][2]

Child (NAICS) What it is Employment (share) Measured receipts (share) Direction of travel Who owns them Investable route
6113 Colleges, Universities & Professional Schools Four-year-and-above degree granting 1,862,528 (47%) negligible* Consolidating from the bottom; enrollment cliff State governments + private nonprofits dominate; small for-profit fringe A handful of small for-profit stocks; mostly university bonds
6111 Elementary & Secondary Schools K–12 (kindergarten–grade 12) 1,176,824 (30%) negligible* Flat-to-declining enrollment; share shifting to school choice ~90% tax-funded public districts; private / charter / virtual fringe One near-pure-play; muni bonds; PE-owned tuition chains
6116 Other Schools & Instruction Non-degree: sports, fine arts, language, tutoring, driving 503,283 (13%) $33.32B (37%) Mixed: sports up, language down, arts steady Overwhelmingly private and tiny; PE roll-ups; one micro-cap One micro-cap pure-play + diversified proxies
6117 Educational Support Services "Picks & shovels": testing, ed-software, counseling 141,678 (4%) $21.8B (24%) Durable; PE consolidating the top Big nonprofits (College Board, ETS) + PE + fragmented tail No pure-play; diversified proxies + bonds
6115 Technical & Trade Schools Cosmetology, flight, apprenticeship, welding/HVAC/CDL, allied health 109,019 (3%) $15.29B (17%) Growing (trades); cosmetology troubled Mostly private / nonprofit; two listed pure-plays Two small listed pure-plays + proxies
6114 Business, Computer & Management Training For-hire adult skilling (corporate L&D, IT, secretarial) 85,432 (2%) $19.19B (21%) Growing (corporate/IT); secretarial shrinking Overwhelmingly private / PE; one small pure-play One small pure-play + ed-tech proxies
6112 Junior Colleges Two-year community colleges 48,056 (1%) negligible* Recovering near-term; cliff long-term Overwhelmingly public No pure-play; muni bonds + for-profit proxies

*Negligible = the degree-granting children register almost no receipts in the Economic Census frame because public and nonprofit institutions largely fall outside it (Section 3). L&D = learning and development; PE = private equity; CDL = Commercial Driver's License; ETS = Educational Testing Service.[1][2][3]

The two-economy split is the whole story. Read the table top-to-bottom by employment and it is a public-institution subsector: the degree-granting trio — universities (6113), K–12 (6111), and junior colleges (6112) — is 78% of the workforce and is dominated by governments and tax-exempt nonprofits. Read it by receipts and it is a private-services subsector: the four non-degree children — other instruction (6116), support services (6117), business/computer training (6114), and trade schools (6115) — are essentially 100% of measured commercial receipts (Section 3). The half that employs the most people is the half you mostly cannot invest in; the half you can invest in employs one worker in five.

Direction of travel diverges too. The degree children face a demographic headwind (declining births feed a K–12 enrollment slide, then a projected ~13% fall in high-school graduates by 2041 hits colleges — the "enrollment cliff").[4] Among the non-degree children, trade schools and corporate/IT training ride a skilled-worker-shortage and reskilling tailwind; youth-sports instruction is the hottest growth-and-deals theme in the subsector; language schools are shrinking as international enrollment contracts; and tutoring is being simultaneously lifted by school-choice policy and threatened by artificial intelligence (AI). A single "education" headline rarely moves all seven the same way.

Note what sits outside 611. Child day care is NAICS 624410, not here. And each degree child has a single-child structure (6111 = 61111 = 611110; 6112 = 61121 = 611210; 6113 = 61131 = 611310), so the four-, five-, and six-digit codes beneath them describe the same establishments — the detail lives in those child primers.[3]

3. How big it is (this level's rollup figures)

Our ground-truth federal figures for the whole subsector, NAICS 611:[1][2]

Metric Value Source (year)
Establishments 118,004 County Business Patterns (CBP), 2023
Paid employees 3,926,820 CBP, 2023
Annual payroll ~$197.66 billion ($197,656,313 thousand) CBP, 2023
First-quarter payroll ~$47.52 billion ($47,515,341 thousand) CBP, 2023
Firms 82,897 Economic Census (EC), 2022
Receipts (revenue) ~$89.55 billion ($89,551,664 thousand) EC, 2022
Four-firm concentration (CR4) 5.0% EC, 2022
CR8 / CR20 / CR50 7.4% / 11.9% / 18.5% EC, 2022
Herfindahl-Hirschman Index (HHI) 11 (near-floor) EC, 2022

(CR4/CR8/etc. are the combined revenue share of the largest 4, 8, … firms; the HHI is a 0–10,000 concentration score where below 1,500 is "unconcentrated." Employment, payroll, and establishments are 2023 CBP; receipts, firms, and concentration are the 2022 EC — two different surveys and years. Do not blend them into a single-year margin, growth rate, or productivity figure.)

The children reconcile to the whole almost exactly. The seven children's establishment counts sum to precisely 118,004 and their employment to precisely 3,926,820, matching the subsector totals to the unit; their annual payrolls sum to ~$197.66 billion, matching to the rounding. That internal consistency is a good sign the figures are clean.[1]

Why measured receipts ($89.55B) fall almost entirely in the four commercial children. The four non-degree children report receipts of roughly $33.32B + $21.8B + $19.19B + $15.29B ≈ $89.6 billion — essentially the entire subsector total. The arithmetic implies the three degree-granting children register close to zero receipts in this measure, because public schools and colleges are government (excluded outright) and the tuition-and-appropriations revenue of universities and K–12 largely sits outside the Economic Census receipts frame.[2][4] So the $89.55 billion is best read as the size of the commercial, for-hire education market, not of American education.

Two caveats before trusting either headline. First, annual payroll ($197.66B) exceeds measured receipts ($89.55B) — impossible for an ordinary industry — precisely because the two measures cover different populations: CBP payroll includes the large private-nonprofit university and private-school workforce (the ~$104.6B payroll in 6113 alone) whose revenue is not in the EC receipts figure. You cannot compute a payroll-to-revenue ratio here. Second, the undercount is severe and multi-layered:

  • Government is largely excluded. CBP and the EC omit government establishments, so the ~7.3 million people working in tax-funded public K–12 districts and the faculty and staff of public universities and community colleges sit outside these counts. The true U.S. education workforce — counting public employment — is several times the 3.93 million here and is majority-public.[5]
  • Self-employed instructors are excluded. CBP counts only establishments with paid staff, so the solo music tutor, one-car driving instructor, freelance coach, and independent college consultant — an enormous population, especially in 6116 and 6117 — are invisible.[5]
  • Whole-industry yardsticks dwarf the commercial figure. The child primers cite U.S. education spending on the order of hundreds of billions of dollars per year for public K–12, roughly $700 billion of annual higher-education institutional spending, and ~$120.8 billion of federal Title IV student aid — none of which the $89.55 billion commercial-receipts figure captures.[4][6]

The honest read: the federal business statistics here measure the private and commercial slice of a much larger, majority-public sector. Our ground-truth file provides no subsector-wide profit margin, growth rate, or nonemployer total, so none is stated.

4. Investable universe (where value concentrates across the children)

For a subsector this large, the listed opportunity is startlingly thin, and it clusters child-by-child. There is no way to buy a public university, a public school district, a community college, or a marquee nonprofit (Harvard, the College Board, and ETS have no stock). The pure-plays are all small-cap for-profits, and each lives in a specific child:

  • K–12 (6111): essentially one near-pure-play — Stride, Inc. (NYSE: LRN), the largest operator of full-time online/blended K–12 schools.
  • Higher education (6113): a handful of small for-profit operators and ed-tech platforms — Grand Canyon Education (LOPE), Adtalem (ATGE), Strategic Education (STRA), Perdoceo (PRDO), American Public Education (APEI), Phoenix Education Partners (PXED), and Coursera (COUR). Combined they are a rounding error against the segment's ~$700B scale.
  • Trade schools (6115): two listed pure-plays — Universal Technical Institute (NYSE: UTI) and Lincoln Educational Services (Nasdaq: LINC) — plus much smaller Legacy Education (LGCY).
  • Business/computer/management training (6114): the closest pure-play is FranklinCovey (NYSE: FC); the rest is ed-tech and staffing proxies (Coursera, Skillsoft, Docebo, Korn Ferry).
  • Other instruction (6116): the only genuine U.S.-listed pure-play in that whole child is micro-cap Nerdy (NYSE: NRDY) (Varsity Tutors); everything else is a diversified proxy (Vail, Life Time, Xponential) or an adjacent software name (Duolingo).
  • Support services (6117): no pure-play; exposure runs through diversified parents — Pearson (PSON), Graham Holdings/Kaplan (GHC), the newly listed McGraw Hill (MH), Grand Canyon Education, Stride.
  • Junior colleges (6112): no listed pure-play at all.

Several names recur across children (ATGE, STRA, PRDO, APEI, UTI, LINC span for-profit higher-ed and trade/secretarial; Graham Holdings spans tutoring and support; Coursera spans higher-ed and corporate training) — a reminder that the diversified operators, not clean pure-plays, are the practical "whole-subsector" proxies.

Where the real scale sits:

  • Fixed income is the deepest, most stable route. School-district general-obligation (GO) bonds, university and community-college revenue bonds, and charter-school revenue bonds — inside the roughly $4 trillion U.S. municipal market — are how income investors "own" the un-investable public core.
  • Private markets hold the scaled economics. PE has spent a decade assembling premium/international K–12 chains (Nord Anglia, taken private at $14.5 billion in 2025), K–12 and district software (PowerSchool at $5.6 billion; Instructure/Canvas at $4.8 billion, both 2024), youth-sports and enrichment platforms (IMG Academy to EQT at $1.25 billion; Roark's Youth Enrichment Brands), trade-school roll-ups, corporate-training platforms, and the testing infrastructure. Franchises (Kumon, Mathnasium, Sylvan, Berlitz, i9 Sports) dominate the bricks-and-mortar tail.

There is no dedicated education ETF (exchange-traded fund) that maps to this subsector; exposure is assembled stock-by-stock, bond-by-bond, or fund-by-fund. Full company tables, tickers, and multiples are in the seven child primers.

5. How the money works

Beneath one common trait — this is a people business (payroll of ~$197.66 billion is the dominant cost line across every child, and blended pay is only ~$50,000 per worker) — the subsector runs on three distinct economic engines, and an investor's rights differ completely depending on which one a given school sits in:[1]

  1. Publicly funded service (not a profit center). Public K–12 districts, state universities, and community colleges are funded by state appropriations, local property taxes, and pass-through federal aid. They are run to maximize service within a budget, not profit. An investor's only exposure is credit quality on their bonds — judged on tax base, enrollment trend, pension/OPEB (other post-employment benefits) overhang, and state support.
  2. Federal-aid-funded tuition (Title IV). For-profit and many private colleges, trade schools, and secretarial schools earn net tuition per enrolled student, much of it effectively paid by federal Pell grants and loans under Title IV of the Higher Education Act. Revenue is capped by the 90/10 rule (a for-profit may draw no more than 90% of revenue from federal aid) and gated by accreditation and earnings-outcome tests. Programs are short, so seats must be continuously refilled with marketing spend.
  3. Private-pay / employer-pay services. Corporate training (6114), consumer instruction (6116), and support services (6117) are paid directly by employers, households, or institutions — no Title IV. These are asset-light, fee-, subscription-, and franchise-royalty businesses, and they hold the subsector's most attractive, highest-multiple economics: the strategic prize everywhere is the migration from one-off instructor-led fees to recurring subscription and licensing revenue, plus asset-light franchise royalties and high-operating-leverage testing/publishing (build a test or a course once, sell it many times).

Private tuition-school chains change hands at roughly 8–14× EBITDA (earnings before interest, taxes, depreciation, and amortization); the recurring-revenue software and franchise platforms command more. Across all three engines, working capital tends to be friendly — students and employers often prepay — which reverses into refund and deferred-service obligations if delivery slips.

6. Demand drivers

The children run on different clocks, but a handful of forces move the whole subsector:

  • Demographics — the dominant structural force. Declining U.S. births feed a K–12 enrollment slide first, then a projected ~13% fall in high-school graduates by 2041 hits colleges, and thins the youth cohort that sports, arts, tutoring, and driving schools all serve. This "demographic/enrollment cliff" is the single biggest shared headwind.[4]
  • Compulsory schooling and credential mandates anchor a durable demand floor for K–12 and for continuing-education (accountants, nurses, lawyers, pilots, and project managers must keep training to keep their licenses).
  • The wage premium (bachelor's holders earn far more than high-school-only workers) sustains demand for degrees despite an "is college worth it" debate.[4]
  • Skills obsolescence and AI-driven reskilling are a tailwind for corporate/IT training (6114), trade schools (6115), and parts of support services — the World Economic Forum finds 85% of employers plan to prioritize upskilling and expect 39% of workers' skills to change or become outdated by 2030.[7]
  • Policy levers redirect public dollars to private providers: school-choice vouchers and education savings accounts (ESAs) push funding toward private, charter, and virtual K–12 (a 6111 tailwind), and Workforce Pell (effective July 2026) opens federal aid to short job-training programs (a 6112/6115 tailwind).[4]
  • Public-funding cycles cut the other way — the roughly $190 billion ESSER (Elementary and Secondary School Emergency Relief) program, whose money largely had to be committed by September 2024, is now a fading tailwind for K–12 vendors and support services.[6]
  • AI is double-edged across the board — a tailwind (more to teach, better personalization, higher instructor productivity) and a threat (cheaper to self-teach, commoditizing homework help and beginner instruction).

7. Regulation

Education is heavily regulated, but the regime — and the stakes — differ sharply by child, which is why a single regulatory headline rarely hits all seven the same way:

  • Public K–12 and higher education are governed mostly at the state level — charter authorization, curriculum, teacher licensing, and school finance are state and local. Federal frameworks are historically modest: the Every Student Succeeds Act (ESSA), Title I, the Individuals with Disabilities Education Act (IDEA), and the Family Educational Rights and Privacy Act (FERPA). The federal role is in flux — a 2025 executive order directed dismantling the U.S. Department of Education, with litigation ongoing.[4]
  • Federal student aid (Title IV) is the master switch for the aid-dependent commercial children (for-profit colleges, trade schools, secretarial schools): accreditation, the 90/10 rule, and earnings-accountability tests (Gainful Employment / Financial Value Transparency, and a replacement STATS regime plus Workforce Pell phasing in from July 2026). Losing accreditation or Title IV eligibility is an extinction-level event.[4]
  • Sector-specific regulators govern individual trade-school and instruction children: the Federal Aviation Administration (FAA) over flight schools, the U.S. Department of Labor over apprenticeship, state motor-vehicle agencies over driving schools, the Student and Exchange Visitor Program (SEVP) and F-1 visa policy over language schools, and the U.S. Center for SafeSport over youth-sports instruction.[3][4]
  • The private-pay children are lightly regulated — corporate training and most consumer instruction touch government only when public money or credential claims are involved; the real "value arbiters" are private certification and continuing-education bodies (CompTIA, Cisco, Microsoft/AWS/Google, NASBA, ACCME, Yoga Alliance). The FTC Franchise Rule, COPPA (Children's Online Privacy Protection Act), and FERPA cut across the ed-tech and franchised layers.

8. Consolidation

As a whole, 611 is one of the least concentrated subsectors the government measures — CR4 of just 5.0%, CR50 of 18.5%, and an HHI near the floor at 11.[2] That reflects both the fragmented private-pay children (other instruction HHI ~11.5, business/computer training HHI ~29) and the fact that even the giant public institutions are locally organized — thousands of school districts and hundreds of colleges, none large as a firm.

But concentration hides in pockets, and private equity is building it:

  • District and K–12 software (PowerSchool, Instructure) — treated as recurring-revenue, high-switching-cost infrastructure.
  • College-admissions testing — an effective duopoly (College Board and, after ETS's acquisition of ACT, ETS-owned testing).
  • Premium and international K–12 (Nord Anglia's $14.5B take-private) and for-profit / international higher-ed chains.
  • Youth-sports and enrichment franchises — the hottest deal theme in the subsector, with the same sponsors (Roark, EQT) spanning multiple children.
  • Trade-school and flight-training roll-ups.

The recurring acquisition target across every child is the same: a provider with recurring contracts, defensible owned content, regulated-industry standing, or scalable software — the assets that convert a labor-bound, locally organized cottage business into a higher-multiple recurring one. The public institutions, by contrast, consolidate through mergers and closures, not buyouts — Connecticut merged its 12 community colleges into one in 2023, roughly 312 degree-granting colleges closed between 2008 and 2024, and the Federal Reserve Bank of Philadelphia models up to 80 college closures a year in a worst-case enrollment scenario.[4]

9. Risks

  • The demographic cliff — a shrinking pool of school-age children and, from ~2025, high-school graduates — is the dominant shared structural risk across the degree children and the child-serving instruction businesses.[4]
  • Public-funding cliffs and cyclicality — the ESSER expiry, state- and local-budget stress, and pension/OPEB overhang pressure both public credit and the vendors that sell to schools.[6]
  • Federal-aid and policy volatility — Title IV rules, earnings-outcome tests, the STATS/Workforce Pell transition, and Department of Education restructuring are existential for the aid-dependent children and add policy whiplash across the subsector.[4]
  • AI disintermediation — free AI can commoditize homework help, tutoring, beginner language and IT training, and generic content; the cautionary cases (Chegg's revenue down ~24–39% year over year) are a live warning.[6]
  • Labor intensity and shortages — payroll is 70–80% of school budgets and the dominant cost everywhere; instructor recruitment, wage inflation, and worker-classification law (for the gig-instructor children) are chronic exposures.
  • Structural un-investability and data opacity — most of the subsector cannot be owned as equity and is undercounted in business-census data, so any top-down market-share or growth conclusion is imprecise.[5]
  • Roll-up execution and leverage risk — the PE thesis assumes local, relationship-driven services can be centralized without degrading them; several private operators carry heavy roll-up debt.
  • Child-safety, data-privacy (FERPA/COPPA), reputational, and litigation risk — acute wherever minors and student data are involved.

10. How to invest & outlook

How to invest — match the route to the economic engine (Section 5), not the "education" label.

  • Public equity: a thin, mostly small-cap set of for-profit operators — Stride (LRN), Grand Canyon (LOPE), Adtalem (ATGE), Strategic Education (STRA), Perdoceo (PRDO), American Public Education (APEI), Universal Technical Institute (UTI), Lincoln (LINC), Nerdy (NRDY), FranklinCovey (FC) — plus ed-tech and diversified proxies (Coursera COUR, Duolingo DUOL, Pearson PSON, Graham Holdings GHC, McGraw Hill MH, Skillsoft SKIL). Combined they are a rounding error against the subsector's true scale. Judge them on enrollment/starts, persistence, completion, program-level earnings outcomes, federal-aid exposure, retention and net-dollar retention, cash generation, and leverage — not revenue growth alone.
  • Fixed income (the deepest, most stable channel): municipal bonds — school-district GO, university and community-college revenue bonds, and charter revenue bonds — the way income investors own the majority-public core.
  • Private markets (where the scaled economics actually sit): PE roll-ups and platforms (K–12 and district software, testing infrastructure, premium/international schools, trade-school and enrichment chains), private credit financing those roll-ups, education real estate (student housing, campuses), franchising, and — in the fragmented children — small-business and search-fund acquisition.

Across every route, diligence the legal entity and the economic engine first. A public school, a nonprofit charter, a Title IV-funded for-profit, a private-pay franchise, and a building owner may share one campus yet carry entirely different rights and cash flows.

Outlook. NAICS 611 is a huge, defensive, majority-public sector whose mass cannot be bought — wrapped around a growing, investable commercial fringe. The durable public-market opportunities are narrow; the broader opportunity lies in the credit, real estate, software, and services that surround the institutions rather than the institutions themselves. The investable edge concentrates in two places: where public dollars are being redirected to private providers (school choice, ESAs, Workforce Pell), and where labor-bound instruction is being converted into recurring, software-enabled, franchised revenue (ed-tech, testing infrastructure, training subscriptions, enrichment franchises). Both run against a genuine demographic headwind and an unresolved AI question (bigger tailwind, more to teach — or bigger headwind, cheaper to self-teach). Likely winners: scaled operators tied to measurable outcomes, recurring revenue, and policy tailwinds. Likely losers: sub-scale, tuition-dependent institutions and commodity instruction squeezed between free AI and in-house alternatives. Our federal file supports no growth forecast, so none is invented; size the theme to the multi-hundred-billion-dollar whole-economy education spend, not to the $89.55 billion of commercial receipts the code labels 611.

For the full analysis of any child — operator tables, unit economics, the complete regulatory map, and detailed sources — see the seven child primers: NAICS 6111 (Elementary & Secondary Schools), 6112 (Junior Colleges), 6113 (Colleges, Universities & Professional Schools), 6114 (Business, Computer & Management Training), 6115 (Technical & Trade Schools), 6116 (Other Schools & Instruction), and 6117 (Educational Support Services).


Sources

This rollup synthesizes the seven child primers (6111–6117) and our ground-truth federal statistics for NAICS 611. Numbering is consolidated for this page; the full source lists appear in each child primer.

  1. U.S. Census Bureau — County Business Patterns, 2023, NAICS 611 and its children (subsector: 118,004 establishments; 3,926,820 employees; $197,656,313 thousand annual payroll; $47,515,341 thousand Q1 payroll — children reconcile exactly to these totals) — Histometrics ground-truth extract. https://www.census.gov/programs-surveys/cbp.html
  2. U.S. Census Bureau — 2022 Economic Census, Concentration of Largest Firms, NAICS 611 (subsector: 82,897 firms; $89,551,664 thousand receipts; CR4 5.0% / CR8 7.4% / CR20 11.9% / CR50 18.5%; HHI 11) — Histometrics ground-truth extract. https://data.census.gov/table/ECNSIZE2022.EC2200SIZECONCEN
  3. U.S. Census Bureau — 2022 NAICS Manual (definitions, single-child structures, and exclusions for subsector 611 and industry groups 6111–6117). https://www.census.gov/naics/reference_files_tools/2022_NAICS_Manual.pdf
  4. Histometrics — NAICS 6111, 6112, and 6113 primers (degree-granting children: K–12, junior colleges, and colleges/universities; enrollment cliff, ~$700B higher-ed institutional spending, Title IV, 90/10, gainful-employment/STATS/Workforce Pell, Department of Education restructuring, college closures). Draw on U.S. Census, NCES, WICHE Knocking at the College Door, NACUBO, BLS, and Federal Student Aid.
  5. U.S. Census Bureau — CBP / Economic Census methodology (exclusion of government establishments and self-employed nonemployers); U.S. Bureau of Labor Statistics, Quarterly Census of Employment and Wages (local-government schools ~7.29M employees) — the basis for the undercount caveat. https://www.census.gov/programs-surveys/cbp/technical-documentation/methodology.html
  6. Histometrics — NAICS 6117 primer (Educational Support Services: ~$190B ESSER cliff, ~$120.8B Title IV, testing/software consolidation, Chegg AI-substitution cautionary case). Draws on U.S. Dept. of Education, McKinsey, and company filings.
  7. Histometrics — NAICS 6114, 6115, and 6116 primers (non-degree children: corporate/IT/management training, trade schools, and other instruction; reskilling and skilled-worker-shortage tailwinds, youth-sports M&A, franchise economics, PE roll-ups). Draw on U.S. Census, World Economic Forum Future of Jobs 2025, BLS, Aspen Institute, and company filings.