Child Care Services (U.S.) — NAICS 624410
A Histometrics industry primer for public-market and private investors
1. Overview
Child care is the business of supervising and educating infants and young children while their parents work — day care centers, nursery and preschool programs, Head Start centers, and before- and after-school care. It is one of the largest, most essential, and most stubbornly unprofitable service industries in the country: nearly every working family needs it, most can barely afford it, and providers earn razor-thin margins on it.
For an investor, the reason to care is the shape of the market, not any one company. Roughly 11 million U.S. children are in paid care at a national average price of about $13,100 per child per year [8][9]. Yet the industry is extraordinarily fragmented — tens of thousands of employer-based centers plus hundreds of thousands of home-based providers — with no dominant player. That fragmentation, combined with steady demand from dual-income households, is exactly why private equity has spent two decades rolling up center chains, and why two of the largest operators recently became publicly traded (covered in Section 4).
- Public route (narrow): just two meaningful U.S.-listed pure-plays, plus indirect angles through employer-benefits platforms, education companies, and net-lease landlords that own day care real estate.
- Private route (where most of the industry lives): private-equity-backed chains, franchising, independent single-center ownership, home-based family child care, nonprofit and faith-based programs, military child care, and the real estate leased to operators.
The through-line: demand is real and largely non-cyclical, but the economics are constrained by law (staff-to-child ratios), by affordability (families are already tapped out), and increasingly by demographics (births are falling). Owners who make money do so by mastering occupancy, price mix, and — for the scaled players — higher-margin adjacent revenue such as employer-sponsored and back-up care.
2. What it is and how it's structured
Scope. North American Industry Classification System (NAICS) code 624410 covers establishments primarily providing day care and early-learning for infants and children: child-care centers, family child-care homes, nursery schools, preschools, Head Start programs not run inside a school, and standalone before/after-school programs [3].
What it excludes — important for sizing the industry correctly:
- Public pre-K and kindergarten run inside school systems are counted under 611110 Elementary and Secondary Schools, not here.
- Nannies and sitters employed directly by a household fall under 814110 Private Households.
- Care for the elderly or people with disabilities is 624120 Services for the Elderly and Persons with Disabilities.
- Informal, unpaid relative care — a huge share of how American children are actually minded — is outside the paid market entirely.
Operating models. The industry runs on four:
- Center-based care owned by independent operators or corporate chains.
- Franchise systems, where a franchisor supplies branding, curriculum, training, technology, and marketing while franchisees own and run individual schools.
- Employer-sponsored centers and back-up-care programs, contracted by corporations as an employee benefit.
- Home-based providers, nonprofits, Head Start grantees, public programs, and military child care.
Ownership mix. Federal business statistics do not break out a national ownership-mix percentage. Market research estimates that centers are only about 12% of all providers but serve roughly three-quarters of children in paid care, with home-based / family child care making up the rest; by revenue, center-based care is roughly 71% of the market because centers are far larger [8]. By tax status the field blends for-profit (independent and chain), nonprofit (faith-based, community, many Head Start grantees), and government-funded programs. No single ownership model dominates.
3. How big it is
Our ground-truth federal figures for NAICS 624410:
| Metric | Value | Source |
|---|---|---|
| Establishments (with paid employees) | 82,162 | Census County Business Patterns 2023 [1] |
| Employment | 1,045,052 | CBP 2023 [1] |
| Annual payroll | $31.0 billion | CBP 2023 [1] |
| First-quarter payroll | $7.4 billion | CBP 2023 [1] |
| Firms (employer) | 63,487 | 2022 Economic Census [2] |
| Receipts (employer firms) | $58.4 billion | 2022 Economic Census [2] |
| SBA small-business threshold | ≤ $9.5 million in annual receipts | SBA size standards 2023 [4] |
The $9.5 million Small Business Administration (SBA) figure is a program and federal-contracting threshold — the receipts level below which a firm qualifies as "small" — not an estimate of typical center revenue or of industry size [4].
The undercount caveat — this one is large. Those federal numbers count employer establishments (businesses with payroll). County Business Patterns (CBP) primarily covers businesses with paid employees, and the Economic Census focuses on employer firms; both systematically miss the industry's long tail:
- Home-based family child care providers are mostly sole proprietors with no employees. They barely register in employer statistics — the Census Bureau tracks them separately in its Nonemployer Statistics [5]. Counts that include them run many times higher: market-research estimates put the total number of U.S. child-care businesses near 600,000 [8], versus the ~82,000 employer establishments the Census counts [1].
- Much "child care" work sits under other codes. A 2026 Bureau of Labor Statistics (BLS) analysis found that in 2023 about 19% of people classified as child-care workers actually worked in private-household services and about 12% in elementary and secondary education, rather than in child day-care services [6]. So the establishment count is a business lens, not a full census of the activity.
- A large slice of care is public or nonprofit — school-district pre-K, federally funded Head Start — classified elsewhere or funded outside the private market. Informal care by relatives is unpaid and uncounted.
So read the federal receipts figure (~$58 billion, employer firms, 2022 [2]) as the formal, staffed core of a broader activity that market researchers size at roughly $65 billion and up once home-based and nonemployer providers are added [8]. The direction of the bias is clear: official business statistics undercount this industry because it is dominated by very small and individual operators.
Concentration. This is one of the most fragmented industries in the economy. On a 2022 revenue basis, the top 4 firms hold just 7.9% of receipts, the top 8 hold 9.2%, the top 20 hold 11.5%, and the top 50 only 14.8% [2]. The Herfindahl-Hirschman Index (HHI — the standard concentration measure the Census computes on a 0-to-10,000 scale across the 50 largest firms) is just 22.5 [2]; for reference, antitrust regulators treat anything below 1,500 as "unconcentrated." A near-zero HHI confirms an extraordinarily fragmented market. Even the largest national chains combined serve only about 1 million of the ~11 million children in paid care — under 10% [10].
4. The investable universe
Public companies (the entire meaningful U.S. list)
| Company | Ticker | Scale & exposure | Key investor lens |
|---|---|---|---|
| Bright Horizons Family Solutions | NYSE: BFAM | 1,010 centers globally (597 in the U.S.); FY2025 revenue split ≈ 71% full-service center care, 25% back-up care, 4% educational advisory [11] | Occupancy, tuition increases, enrollment, employer-contract retention, back-up-care utilization, labor costs, leases |
| KinderCare Learning Companies | NYSE: KLC | More than 2,600 early-learning programs (community centers plus Champions before/after-school sites) across 41 states + DC [12]; largest U.S. for-profit by capacity | Same-center revenue, occupancy, pricing, staffing, center openings, subsidy mix, debt/leases, controlled-company governance |
Bright Horizons is materially international (only ~597 of 1,010 centers are U.S.) and leans on higher-margin, contracted employer-sponsored and back-up care. KinderCare is more tuition- and subsidy-driven; its common stock began trading on the New York Stock Exchange on October 9, 2024, priced at $24 per share in its initial public offering (IPO) [12][13]. Its sponsor, Partners Group, held roughly 71% after the offering, making KinderCare a controlled company whose major corporate decisions the sponsor can direct [13].
That is essentially it for pure-play public exposure. There is no dedicated child-care exchange-traded fund (ETF); other listed education companies have only indirect or diluted early-learning exposure.
Major private platforms and owners — where the scale actually sits
| Operator | Approx. scale | Owner |
|---|---|---|
| Learning Care Group (La Petite Academy, Childtime, Tutor Time, Montessori Unlimited, The Children's Courtyard) | 1,100+ U.S. locations, 11 brands | American Securities, with PSP Investments (a Canadian pension) as co-investor [14] |
| Primrose Schools (franchisor) | 500+ schools across 35+ states | Roark Capital [15] |
| The Goddard School (franchisor) | ~600 schools, 80,000+ students, 37 states + DC | Sycamore Partners (acquired 2022) [16] |
| The Learning Experience (franchisor) | Several hundred | Harvest Partners (majority, acquired 2025 from Golden Gate Capital, which retained a minority stake); founders/management retained a stake [17] |
| Cadence Education | Several hundred | Apax Partners (acquired 2020) [18] |
Of the roughly 16 largest for-profit chains, about 13 have current or past private-equity backing, and foreign investors (Swiss, U.S., and Canadian-pension money among them) are common owners [10]. Below the chains lies a sea of independent single-site centers, nonprofit and faith-based providers, home-based family child care, public programs, and military facilities — the practical entry point for most private operators.
5. How the money works
Child care is a fixed-ratio, high-labor, occupancy-driven business. The center-level formula is simple:
Revenue ≈ licensed capacity × occupancy × average tuition and fees
Tuition is priced by age band, and revenue may also include registration fees, meals, summer and after-school programs, public subsidies, Head Start funding, employer contracts, and back-up care.
Labor is the cost, and the law sets it. Wages and benefits run a majority of revenue at a typical center — often on the order of 60–74% [27]. State licensing caps how many children one adult may supervise — commonly around 1 teacher per 4 infants, 1 per 6 toddlers, and 1 per 10 preschoolers (National Association for the Education of Young Children (NAEYC) accreditation standards are similar or stricter, and many states adopt comparable minimums). Because those ratios are legal floors, labor cost per child is essentially fixed: you cannot staff a room more thinly to lift margin. Infant rooms (1:4) are structurally near-breakeven; preschool rooms (1:10) generate the surplus. A center only works with a healthy age mix and high occupancy — every empty licensed slot is lost margin against fixed rent and staffing. Pay is low even so: BLS reported median hourly pay of $15.41 for child-care workers in May 2024, and $14.56 for workers specifically in child day-care services [7] — which is exactly why staffing shortages, not demand, are often the binding constraint.
The result: paper-thin margins. Independent operators frequently run at low-single-digit (or lower) net margins [27]; there is little slack to raise wages, cut price, or absorb a shock. Providers are wedged between what families can pay and what quality care costs. A center can have strong demand and still generate weak cash flow if it cannot recruit enough staff to fill its licensed capacity.
How the scaled and public players do better:
- Employer-sponsored model (Bright Horizons): corporations pay to sponsor on-site/near-site centers and to offer back-up care as an employee benefit. That revenue is contracted, sticky, and higher-margin — back-up care alone was about a quarter of BFAM's FY2025 revenue and carries margins well above stand-alone tuition [11].
- Franchising (Primrose, Goddard, The Learning Experience, Kiddie Academy): the franchisor collects royalties and fees while franchisees carry the labor and real estate risk — an asset-lighter, higher-return model for the brand owner, whose economics then hinge on franchisee health, royalty collection, and new-unit growth.
- Public subsidy as a revenue stream: government dollars — Child Care and Development Fund (CCDF) vouchers and state pre-K contracts — function like a payer. For a subsidy-heavy center, the state's per-child reimbursement rate matters as much as private tuition.
- Real estate leverage: scaled operators optimize site selection and lease terms; investors can also play the industry by owning the buildings and leasing to operators.
Useful operating metrics (for either a public analyst or a private owner): same-center occupancy (full-time enrollment ÷ operating capacity), enrollment growth by age group, average revenue per enrolled child, tuition change versus enrollment change, teacher turnover and wage inflation, labor as a percent of revenue, center-level EBITDA (earnings before interest, taxes, depreciation and amortization), lease obligations, subsidy/employer-payer mix, and new-center ramp and closure rates. Bright Horizons illustrates the price-versus-volume trade-off: in 2025 its full-service revenue rose about 6%, driven by tuition increases of roughly 4–5% and only a 1% net gain in enrollment [11]. Demand is also seasonal — KinderCare reports stronger enrollment in spring and fall and softer demand over summer and the year-end holidays [12].
6. What drives demand
- Parental — especially maternal — labor-force participation. Two working parents need care. In 2024, 68.3% of mothers with children under age six were in the labor force, versus 78.0% of mothers whose youngest child was six to 17 [19] — and that gap is largely a child-care story.
- Number of young children. The customer base is children under ~5 (and up to 13 for after-school). This is now a structural headwind: the Centers for Disease Control and Prevention (CDC) reported 3,628,934 U.S. births in 2024 and a record-low total fertility rate (TFR) of 1,599.5 births per 1,000 women [21], and the Census Bureau reported the under-18 population fell 0.2% from 2023 to 2024 [22].
- Affordability and household income. Price is a hard ceiling. The 2024 national average was about $13,100 per child; infant center care tops $20,000 in several states and $24,000+ in Washington, D.C. [9]. The federal "affordable" benchmark is 7% of family income — no state meets it for center-based infant care [9], and prices rose roughly 29% from 2020 to 2024, outpacing overall inflation [9]. Census research confirms higher child-care costs pull mothers out of the labor force, with lower-income mothers most price-sensitive [20].
- Government subsidy and employer benefits. Every dollar of public subsidy or employer sponsorship expands the paid market by pulling in families priced out at market rates — through CCDF subsidies, Head Start and Early Head Start, public pre-K, and employer back-up-care benefits.
- Return-to-office and work patterns. More in-person work raises demand for center-based (versus improvised home) care, along with demand for longer hours, summer care, and nontraditional schedules.
The net read is mixed: a shrinking child population restrains long-run unit growth, but constrained supply, employer demand, subsidies, and high utilization can still support revenue and pricing in attractive local markets.
7. Regulation
There is no single federal licensor. Child care is licensed state by state (and by U.S. territory), and rules govern staff-to-child ratios, group size, staff qualifications and training, criminal background checks, facility health and safety, emergency planning, and periodic inspection [23]. Many states layer on a Quality Rating and Improvement System (QRIS) that ties quality tiers to subsidy rates. Because compliance is inherently local, national scale does not remove local regulatory risk.
Federal involvement is mostly financial, run through the Department of Health and Human Services' (HHS) Administration for Children and Families: the CCDF (funded largely through the Child Care and Development Block Grant, or CCDBG) subsidizes care for eligible low-income families and sets requirements on states, providers, payment practices, and health and safety, while Head Start grants fund early education. A 2024 federal rule aimed to lower family costs, improve provider payment rates and practices, and simplify subsidy enrollment [24]. There is no federal price regulation — but the 7% affordability benchmark and subsidy reimbursement rates are the policy levers that effectively cap or expand what the market can charge [9][24].
The funding cliff. Congress provided roughly $52 billion in extra child-care support across fiscal years 2020–2021 to weather the pandemic [25]. The largest tranche came from the 2021 American Rescue Plan Act (ARPA): about $24 billion in stabilization grants (expired September 2023) plus roughly $15 billion in supplemental CCDBG funds (expired September 30, 2024) [26]. The wind-down has pushed tuition up, thinned provider ranks, and squeezed educator wages [28], and states have struggled to sustain the payment, compensation, and eligibility changes the money enabled [25]. Whether Congress or states backfill it is the single biggest policy variable hanging over the industry.
8. Competitive dynamics and consolidation
The defining feature is fragmentation (HHI 22.5; top-4 share 7.9% [2]). No operator has national pricing power; the "competition" for most families is the center down the street, a home-based provider, or a grandparent. Providers compete locally on location, trust, safety record, teacher availability, hours, age mix, curriculum, quality ratings, price, and acceptance of subsidies.
That fragmentation is precisely the private-equity thesis: buy up independents, standardize operations and procurement, and build regional density. About 13 of the 16 largest chains are PE-backed [10], and KinderCare's 2024 IPO was in part a partial exit for Partners Group [13]. But the roll-up runs into hard limits — thin margins, a chronic shortage of qualified low-wage workers, real estate constraints, and the legal ratios that cap scale economies. Scale helps with national marketing, procurement, technology, curriculum, employer relationships, recruiting, and compliance systems, but it does not remove the need to staff and manage each individual location, and integration is hard because licenses, staffing, leases, reputations, and franchise relationships are all location-specific. Consolidation is real but slow, and the chains still collectively serve under 10% of children in paid care [10].
Barriers to entry are moderate: licensing, real estate, and staffing are the gatekeepers, not capital. That keeps the low end perennially crowded, and the more defensible ground is local density, reliable staffing pipelines, trusted brands, employer contracts, high occupancy, and disciplined real-estate selection.
9. Risks
- Labor. The workforce is low-wage, high-turnover, and shrinking; ratios make the business labor-bound, so wage inflation hits margins directly and staffing shortages cap usable capacity.
- Affordability ceiling. Families are already stretched; further price increases risk demand destruction rather than revenue growth [9][20].
- Funding cliff / policy. With pandemic money gone, subsidy-dependent providers face closures and tuition-driven demand loss; subsidy, Head Start, pre-K, and employer-benefit rules can all change [25][26][28].
- Demographics. Falling births and a shrinking under-18 population erode the long-run customer base [21][22] — a slow but structural drag.
- Occupancy. Remote work, local job losses, or a new competing center can quickly cut enrollment against fixed lease and staffing costs.
- Regulatory and reputational. Parents choose on trust; a serious safety incident, ratio violation, or license suspension can impair a location and spread fast, carrying outsized liability risk.
- Lease. Long-term leases are fixed obligations that bite hardest when enrollment falls.
- Leverage and governance. Several PE-owned operators carry heavy debt; KinderCare's leveraged history means interest expense weighs on bottom-line earnings, and as a controlled company (~71% Partners Group) its sponsor's interests may diverge from those of minority public shareholders [12][13]. Rate and refinancing risk is real.
- Data. Federal business statistics underrepresent the home-based, nonemployer, nonprofit, and government ecosystem — size and share figures should be read with that in mind [5][6].
- Macro nuance. A recession trims dual-income demand, but employer-sponsored and back-up-care revenue is comparatively sticky.
10. How to invest and the outlook
Public routes
- Direct: the two listed operators, Bright Horizons and KinderCare [11][12]. They are different bets — BFAM leans on higher-margin employer-sponsored and back-up care and is partly international; KLC is the largest center operator by U.S. capacity, more tuition- and subsidy-driven, and more leveraged. Track same-center occupancy and enrollment, tuition growth versus enrollment change, labor cost/turnover, center openings and ramp, employer-contract retention and back-up-care utilization, center-level EBITDA and free cash flow, net debt and lease obligations, and licensing/safety disclosures. Normalize valuation for lease liabilities, pandemic-era comparisons, acquisition costs, and sponsor-related capital structures; enterprise value / EBITDA, price / earnings, and free-cash-flow yield are useful but none substitutes for center-level operating analysis.
- Indirect: employer-benefits and education platforms with child-care exposure, and net-lease / real-estate-investment-trust (REIT) landlords that own day-care properties leased to operators.
Private routes (where most of the money is)
- Private equity / private credit into the chains and their debt [10].
- Franchising — buy and operate a Primrose, Goddard, The Learning Experience, or Kiddie Academy unit; the brand supplies the model, you supply labor and site.
- Independent center ownership or home-based family child care — the industry's true default: low capital, low margin.
- Real estate — own the building and lease to an operator, capturing a stabilized yield without the labor risk.
Private diligence should center on licensing and inspection history, staff rosters and age-group capacity, waitlists, payer mix and subsidy receivables, tuition collections, leases and maintenance, franchise restrictions, and local demand (births, household income, employer density) — all reconciled to normalized center-level cash flow.
Outlook (forward-looking judgment)
Demand for paid child care is structurally supported by dual-income households and return-to-office, but boxed in on four sides: an affordability ceiling that caps pricing, a labor shortage that lifts costs, an expired federal funding stream that has yet to be replaced, and a declining birth rate that erodes the customer base over time. Policy is the swing factor — meaningful new federal or state subsidy, or broader employer-paid benefits, would expand the paid market and lift every operator; its absence keeps supply tight and margins thin. Against that backdrop, expect continued consolidation of a still-fragmented field, a durable premium for asset-light and employer-anchored models, and public-market performance driven more by occupancy, tuition mix, leverage, and subsidy policy than by any secular growth story. The best opportunities are operators combining strong local density, reliable staffing, trusted brands, high occupancy, disciplined leases, and conservative leverage; businesses leaning mainly on tuition hikes, temporary subsidies, or aggressive financial leverage deserve more caution. This is an essential-service industry to own for stability and roll-up optionality, not for hypergrowth.
Sources
- U.S. Census Bureau. "County Business Patterns: 2023 — NAICS 624410." 2025. https://www.census.gov/data/datasets/2023/econ/cbp/2023-cbp.html
- U.S. Census Bureau. "2022 Economic Census — Concentration of Largest Firms (EC2200SIZECONCEN), NAICS 624410." 2022. https://data.census.gov/table/ECNSIZE2022.EC2200SIZECONCEN?codeset=naics~624410&y=2022
- U.S. Census Bureau. "2022 NAICS Definition: 624410 Child Care Services." 2022. https://www.census.gov/naics/?details=624410&year=2022
- U.S. Small Business Administration. "Table of Size Standards Matched to NAICS Codes (effective March 17, 2023)." 2023. https://www.sba.gov/document/support-table-size-standards
- U.S. Census Bureau. "Nonemployer Statistics." 2023–2026. https://www.census.gov/econ/overview/mu0500.html
- U.S. Bureau of Labor Statistics. "Employment in Childcare and Early Education in the United States, 2000–23." Monthly Labor Review, 2026. https://www.bls.gov/opub/mlr/2026/article/employment-in-childcare.htm
- U.S. Bureau of Labor Statistics. "Childcare Workers — Occupational Outlook Handbook" (May 2024 wage data). 2025. https://www.bls.gov/ooh/personal-care-and-service/childcare-workers.htm
- Grand View Research. "U.S. Child Care Market Size & Share, Industry Report, 2033." 2024. https://www.grandviewresearch.com/industry-analysis/us-child-care-market
- Child Care Aware of America. "Child Care in America: 2024 Price & Supply / Affordability Analysis." 2024. https://www.childcareaware.org/price-landscape24/
- Congressional Research Service. "Private Equity Investments in Large For-Profit Child Care Organizations." October 2024. https://www.everycrsreport.com/reports/IN12443.html
- Bright Horizons Family Solutions. "Form 10-K for the Year Ended December 31, 2025." 2026. https://www.sec.gov/Archives/edgar/data/1437578/000143757826000006/bfam-20251231.htm
- KinderCare Learning Companies. "Form 10-K for the Fiscal Year Ended January 3, 2026." 2026. https://www.sec.gov/Archives/edgar/data/1873529/000119312526106342/klc-20260103.htm
- Partners Group. "Portfolio company KinderCare prices IPO and lists on New York Stock Exchange." October 2024. https://www.partnersgroup.com/en/news-and-views/press-releases/investment-news/detail?news_id=0eb1282e-892c-4d7b-b244-f5196e414fd7
- Learning Care Group. "PSP Investments Makes Significant Investment in Learning Care Group in Partnership with American Securities." 2018 (with current company brand/location pages). https://www.learningcare.com/news/psp-investments-makes-significant-investment-in-learning-care-group-in-partnership-with-american-securities/
- Reuters. "Buyout firm Roark explores sale of Primrose Schools, sources say." May 2024. https://www.reuters.com/markets/deals/buyout-firm-roark-explores-sale-primrose-schools-sources-say-2024-05-16/
- Sycamore Partners. "Sycamore Partners Acquires Goddard Systems." 2022. https://www.sycamorepartners.com/news-article/sycamore-partners-acquires-goddard-systems-the-leading-franchisor-of-premium-early-education-centers
- Harvest Partners / The Learning Experience. "Harvest Partners Announces Acquisition of The Learning Experience." 2025. https://thelearningexperience.com/press/harvest-partners-announces-acquisition-of-the-learning-experience/
- Apax Partners. "Funds advised by Apax Partners to acquire Cadence Education." 2020. https://www.apax.com/news-views/funds-advised-by-apax-partners-to-acquire-cadence-education-from-funds-advised-by-morgan-stanley-capital-partners/
- U.S. Bureau of Labor Statistics. "Employment Characteristics of Families — 2024." April 2025. https://www.bls.gov/news.release/archives/famee_04232025.htm
- U.S. Census Bureau. "The Impact of Childcare Costs on Mothers' Labor Force Participation" (CES-WP-25-25). 2025. https://www.census.gov/library/working-papers/2025/adrm/CES-WP-25-25.html
- Centers for Disease Control and Prevention, National Center for Health Statistics. "Births: Final Data for 2024." 2026. https://www.cdc.gov/nchs/data/nvsr/nvsr75/nvsr75-02.pdf
- U.S. Census Bureau. "Older Adults Outnumber Children in 11 States and Nearly Half of U.S. Counties" (under-18 population change). 2025. https://www.census.gov/newsroom/press-releases/2025/older-adults-outnumber-children.html
- ChildCare.gov. "How Is Child Care Regulated to Ensure Children's Health and Safety?" 2026. https://www.childcare.gov/consumer-education/regulated-child-care
- U.S. Government Accountability Office. "HHS: Improving Child Care Access, Affordability, and Stability in the Child Care and Development Fund" (B-336098; 2024 CCDF final rule). 2024. https://www.gao.gov/products/b-336098
- U.S. Government Accountability Office. "Child Care: Selected States Are Taking Steps to Sustain Program Changes Implemented with COVID-19 Funding" (GAO-24-106258). 2024. https://www.gao.gov/products/gao-24-106258
- Congressional Research Service. "What Is the Child Care Funding Cliff?" 2024. https://www.congress.gov/crs_external_products/IN/PDF/IN12243/IN12243.1.pdf
- Bipartisan Policy Center. "The Child Care Business Model, Explained." https://bipartisanpolicy.org/explainer/the-child-care-business-model-explained/
- The Century Foundation. "Child Care Funding Cliff at One Year: Rising Prices, Shrinking Options, and Families Squeezed." 2024. https://tcf.org/content/report/child-care-funding-cliff-at-one-year/