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WorldbyFlow•Structured Research
Generated September 16, 2026· learning· 40 sources

Funding Anatomy of Teacher Shortage Response: Recruitment vs. Retention

Follow the Money
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Who Really Profits
The largest and most durable dollars — federal Title II-A formula grants, state residency-grant programs, and staffing-agency contracts — flow to recruitment and stopgap coverage, while retention-side spending (mentor stipends, workload relief) remains comparatively small, one-time, and the first casualty when budgets tighten, even though a large share of new hires are backfilling departures the retention dollars were supposed to prevent.
Total at StakeNo single consolidated national total exists across recruitment bonuses, staffing contracts, and retention spending; the largest identifiable federal formula channel (Title II-A) was sought at $2.4B for the 2025 fiscal year by advocacy coalition Learning Forward, a 10% increase over the FY24 level (Learning Forward congressional letter, cited via poweredbytitleii.com)

Overview

This map traces where shortage-response dollars actually land — signing bonuses, staffing-agency contracts, and residency/prep-pipeline grants on one side, versus pay raises, mentoring stipends, and workload relief on the other. The scale and direction of these flows reveal whether shortage spending is buying new supply or merely plugging a hole that retention failures keep reopening.

Brief

Teacher shortage-response money splits into three channels that behave very differently. Recruitment incentives are politically visible and easy to announce: Oklahoma's state education department budgeted $1.875 million from the federal IDEA Part B fund for a round of $20,000 out-of-state and $10,000 first-year signing bonuses for special education teachers in 2025, part of a third round of bonus programs under the state superintendent that has run since 2023, with an earlier round budgeting $1.2 million for up to $25,000 bonuses to rural math and science teachers. Arkansas's Merit Teacher Incentive Fund, created by the 2023 LEARNS Act, paid bonuses averaging more than $3,300 to over 4,200 educators in the 2024-25 school year, with awards stacking up to $10,000 for teachers who show high student growth, mentor colleagues, or teach in shortage subjects.
Staffing-agency contracts represent a second, larger and less visible channel: money that pays a private intermediary to manage the substitute-teacher labor pool rather than paying teachers directly. Philadelphia's school district capped its obligation to Source4Teachers substitute-services contract at $34 million, and later considered a two-year, $58 million contract with ESS Northeast as a replacement after Kelly Education filled only 41% of substitute positions district-wide. A smaller North Carolina district, Pitt County Schools, paid $5.1 million to Educational Staffing Services for the 2024-25 school year versus about $1.24 million it spent managing substitutes in-house before outsourcing in 2021 — a roughly fourfold cost increase attributable largely to agency management fees layered on top of substitute pay. Three firms — Kelly Services, Education Solutions Services (ESS), and Substitute Teacher Service — control roughly two-thirds of the K-12 staffing-agency sector's revenue, per Staffing Industry Analysts research director Timothy Landhuis, meaning shortage dollars concentrate in a small oligopoly of intermediaries rather than diffusing to the broader teacher labor market.
Prep-pipeline grants, the third channel, sit closer to a genuine supply investment: California allocated $350 million in 2021 and a further combined $250 million across 2022 for Teacher Residency Capacity and Implementation/Expansion Grants, with $70 million appropriated in 2025 alone for Implementation and Expansion grants, funding programs that pay resident stipends ranging from $12,000 to $37,000 per year. The federal Teacher Quality Partnership program, the primary federal vehicle for residency partnerships, is authorized at $300 million annually but was funded at just $70 million for fiscal year 2024 — under a quarter of its authorized ceiling — and remains vulnerable to political reversal, as shown when the U.S. Department of Education rescinded an $8.68 million grant to Virginia Commonwealth University's residency program in 2025 over its focus on recruiting teachers of color, a decision a federal judge briefly blocked before it was reinstated on appeal.
Retention-side spending — the piece aimed at making current teachers stay rather than replacing those who leave — is comparatively thin and structurally fragile. Mentor teachers typically receive stipends of $1,500 to $7,500 per year from educator-preparation programs, and district-level mentor stipends run even lower: Lewisville ISD in Texas pays $250-$500 per mentored teacher and Prince George's County, Maryland pays $750, against turnover costs estimated at roughly $12,000 per teacher in a small or rural district and $25,000 in a large urban district. Texas's PREP Mentorship Program formalizes this asymmetry at the state level, providing $3,000 per beginning teacher including at minimum $1,000 to the mentor, funded through the foundation school program formula rather than a dedicated appropriation — meaning it competes with every other formula-funded priority. Illinois's teacher vacancy grant program, credited with helping hire more than 12,400 new teachers and retain almost 16,000 educators from 2023 to 2025 according to the state board of education, blended sign-on bonuses with retention bonuses but reached its final funded year, illustrating how retention dollars are frequently structured as time-limited pilots rather than durable budget lines. The asymmetry compounds: recruitment and staffing-contract dollars recur automatically once a contract or bonus program is renewed, while mentoring and workload-relief dollars depend on formula set-asides or grant cycles that expire on legislative timetables.
Underlying all three channels is the federal Title II-A Supporting Effective Instruction State Grant program, the largest dedicated federal funding stream touching teacher recruitment, retention, and professional learning, distributed to states on a formula basis and then subgranted to districts; advocacy coalition Learning Forward sought $2.4 billion for Title II-A in fiscal year 2025, a proposed 10% increase over the FY24 level, underscoring that even the largest formula channel remains a comparatively modest slice of the roughly $79.1 billion Department of Education discretionary budget enacted for the 2024 fiscal year.

Money Flows (11)

Oklahoma State Department of Education (via federal IDEA Part B fund)→Out-of-state and newly certified special education teachers
Grant$1.875 million· One-timeHigh conf.
Fund $20,000 signing bonuses for out-of-state special education teachers and $10,000 bonuses for newly certified special education teachers, plus $5,000/$2,500 second-year retention bonuses
Basis: Oklahoma Voice reporting on OSDE's April 2025 budget announcement for the third round of signing bonuses
Arkansas state government (LEARNS Act appropriation)→4,283 Arkansas classroom teachers, librarians, and counselors
GrantAverage $3,300+ per recipient across 4,283 educators· AnnualHigh conf.
Merit and shortage-area bonuses up to $10,000 for teachers showing student growth, mentoring, or teaching in critical-shortage subjects
Basis: University of Arkansas Office for Education Policy analysis of the 2025 Merit Teacher Incentive Fund Program
School District of Philadelphia general fund→Substitute-staffing agencies (Source4Teachers, then Kelly Educational Services)
Contract$34 million (Source4Teachers cap); $58 million proposed 2-year ESS Northeast contract· RecurringHigh conf.
Outsource recruiting, assigning, and managing substitute teacher coverage after in-house fill rates fell to 60% and later 41% of daily vacancies
Basis: Philadelphia Tribune and Daily Pennsylvanian reporting on district substitute-services contracts
Pitt County Schools (NC) general fund→Educational Staffing Services (ESS)
Contract$5.1 million for 2024-25 school year· AnnualHigh conf.
Substitute teacher placement and management for a mid-sized district, versus in-house substitute administration
Basis: The Reflector reporting on PCS finance office disclosure, compared to $1.24M in-house cost for 2018-19
California state budget→Teacher residency programs (via CTC Teacher Residency Grant Program)
Grant$350 million (2021) plus $250 million combined (2022) plus $70 million (2025)· One-timeHigh conf.
Capacity and implementation/expansion grants for residency programs targeting special education, bilingual education, STEM, and diverse-workforce recruitment and retention
Basis: California Commission on Teacher Credentialing grant program summary table
U.S. Department of Education (Higher Education Act, Teacher Quality Partnership program)→University-district residency partnerships nationally
Grant$70 million appropriated for FY2024 against $300 million authorized· AnnualHigh conf.
Fund clinical teacher-preparation partnerships requiring at least a 2-year induction period and mandatory resident stipends
Basis: Deans for Impact / TQP program report on federal residency funding
U.S. Department of Education→Virginia Commonwealth University Richmond Teacher Residency program
Grant$8.68 million (awarded, then rescinded)· One-timeHigh conf.
Support a residency program that placed 73 teacher residents across 22 Virginia districts in 2025-26 in exchange for a 3-year hard-to-staff-school commitment
Basis: VPM/NPR reporting on the grant's award, 2025 rescission, and subsequent denial on appeal
District/EPP mentor stipend budgets (national pattern)→Veteran teachers serving as mentors
Fee$1,500-$7,500 per year (EPP-paid); $250-$750 per mentored teacher (district-paid, e.g. Lewisville ISD, Prince George's County)· AnnualMedium conf.
Compensate veteran teachers for mentoring novice teachers, a retention-side intervention shown to raise early-career retention
Basis: Deans for Impact analysis and National Council on Teacher Quality district-mentoring survey
Texas foundation school program formula (state)→Beginning teachers and their assigned mentors, via districts
Subsidy$3,000 per beginning teacher (including a minimum $1,000 to the mentor)· AnnualHigh conf.
Fund structured first-two-year mentorship and required Texas Mentorship Training, competing against other formula-funded priorities rather than a dedicated line item
Basis: Texas Education Agency PREP Mentorship Program page
Illinois state government (teacher vacancy grant program)→Participating Illinois school districts
GrantNot disclosed in aggregate dollar terms (outcomes reported: 12,400+ new hires, ~16,000 retained, 2023-2025)· One-time (program in its final funded year)Medium conf.
Fund sign-on and retention bonuses and licensure support, illustrating a time-limited pilot structure typical of retention-side spending
Basis: Shaw Local reporting citing an Illinois State Board of Education report
U.S. Department of Education (Title II-A, Supporting Effective Instruction State Grants)→State educational agencies, then subgranted to local districts
GrantAdvocacy target of $2.4 billion sought for FY2025 (10% increase over FY24 baseline)· AnnualMedium conf.
The largest dedicated federal formula stream touching educator recruitment, retention, and professional learning simultaneously — the funding backbone both recruitment and retention programs draw on
Basis: Learning Forward coalition letter to House Appropriations Committee, via poweredbytitleii.com

Who Profits (3)

Substitute-staffing agencies (Kelly Services/Kelly Education, ESS, Substitute Teacher Service)

How They Gain: These three firms capture roughly two-thirds of K-12 staffing-agency sector revenue by charging districts a management fee layered on top of substitute pay, as shown by Pitt County Schools' costs roughly quadrupling after outsourcing.
Two-thirds of sector revenue concentrated in three firms, per Staffing Industry Analysts research director Timothy Landhuis

Newly hired or relocating teachers eligible for signing bonuses

How They Gain: Individual teachers who qualify for out-of-state or shortage-subject bonuses receive lump payments of $10,000-$25,000, a direct and immediate transfer not conditioned on multi-year retention in most first-round designs.
Individual bonuses up to $20,000-$25,000 per Oklahoma and Arkansas programs

University-based teacher preparation programs running residencies

How They Gain: Institutions like VCU and residency partners in California and Indiana receive multi-year grant funding that also covers institutional staff positions, not just resident stipends.
$8.68 million VCU grant included funding for dedicated program staff positions
Who Pays (3)

School district general funds (mid-size and large districts)

How They Pay: Districts absorb the gap between what staffing agencies charge and what in-house substitute administration would cost, as seen in Pitt County's roughly $3.9 million annual increase after outsourcing.
Roughly $3.9 million annual cost increase in one mid-sized NC district after outsourcing substitute management

Veteran/mentor teachers

How They Pay: Mentors take on substantial additional labor for stipends far below the value of the retention benefit districts capture, with per-teacher mentor pay as low as $250-$750 against turnover costs of $12,000-$25,000 per departure avoided.
Mentor stipends of $250-$7,500 vs. $12,000-$25,000 turnover cost per teacher

Students and families in districts with the steepest shortages

How They Pay: Where fill rates for substitutes and permanent vacancies remain low despite agency contracts (Philadelphia's Kelly Education fill rate of 41% versus a national average of 70%), instructional continuity is the uncompensated cost borne by students rather than any funded line item.
41% substitute fill rate in Philadelphia vs. 70% reported national average for the same firm

What the Money Rewards

Money flows overwhelmingly reward visible, fast, politically announceable interventions — signing bonuses and staffing contracts that can be unveiled and reported on within a single budget cycle — while retention interventions like mentor stipends and workload relief are funded through formula set-asides, foundation-formula competition, or expiring pilot grants that require sustained multi-year commitment to show results. This structurally biases district and state spending toward recruitment even in systems (as prior analysis found for California, where attrition drove 86% of new hires) where the actual leak is retention, because recruitment spending produces an immediately reportable number of bonuses paid or teachers hired, while retention spending's payoff (lower future attrition) is diffuse, delayed, and harder to attribute to a specific budget line.

Where the Trail Goes Dark

⚠Staffing-agency contract terms, including the management-fee margin embedded in per-substitute billing rates
Districts disclose total contract costs (e.g., Pitt County's $5.1 million) but rarely break out what portion is passed through to substitute pay versus retained as agency margin, making it impossible to verify claims that agencies are more cost-efficient than in-house management.
⚠No consolidated national accounting exists that sums recruitment bonuses, staffing contracts, and retention spending into a single comparable total
Each program (state bonus funds, Title II-A subgrants, TQP residency grants, district contracts) is reported separately by different agencies on different fiscal calendars, so no public source allows a true apples-to-apples comparison of recruitment-versus-retention dollar totals nationally.
⚠Signing-bonus program outcomes rarely disclose multi-year retention rates of bonus recipients
Oklahoma and Arkansas report how many teachers received bonuses but not systematically how many remained beyond the bonus-conditioned period, obscuring whether recruitment spending is buying durable staffing or short-term churn.

Watch Signals

  • [Likely] State legislatures continuing to let signing-bonus programs sunset after one cycle (as seen with Oklahoma's 2025-2026 program explicitly ending after this year and Illinois's vacancy grant reaching its final funded year), consistent with the pattern of recruitment spending as short-term pilots rather than recurring budget lines
  • [Possible] Further federal rescission or non-renewal of Teacher Quality Partnership and residency grants tied to diversity-focused eligibility criteria, following the precedent of the VCU grant rescission and denied appeal
  • [Possible] More districts reversing staffing-agency contracts and returning to in-house substitute management after realizing agency costs (as in Pitt County's move to terminate its ESS contract expecting $2-3 million in savings)
  • [Unlikely] A consolidated federal or state accounting framework emerging that tracks recruitment versus retention spending on a comparable basis, given that current reporting is fragmented across formula grants, discretionary appropriations, and district contracts with no shared reporting standard

Open Questions

  • What share of teachers who receive signing or relocation bonuses remain in their district beyond the bonus-conditioned retention period (typically one to two years)?
  • Does the roughly fourfold cost increase districts like Pitt County experienced after outsourcing substitute management to staffing agencies reflect genuine service-quality gains, or primarily agency margin capture?
  • Given that Title II-A is the largest federal formula stream touching both recruitment and retention, how do individual states actually split their Title II-A subgrants between recruitment-side uses (bonuses, hiring) and retention-side uses (mentoring, professional learning, class-size reduction)?
  • With the federal Teacher Quality Partnership program funded at less than a quarter of its $300 million authorized ceiling, what would full funding change about the relative scale of prep-pipeline investment versus staffing-agency contract spending nationally?

Background Brief

Source facts the analysis is grounded in. The → chips after each fact link to the items above that rely on it.
F1
Oklahoma's State Department of Education budgeted $1.875 million from the federal IDEA Part B fund for a 2025 round of special education signing bonuses ($20,000 out-of-state, $10,000 first-year), its third such round since 2023.
↳ Establishes that even a headline-grabbing state recruitment bonus program is a small, federally-sourced, one-time appropriation rather than a large or recurring state general-fund commitment.
Verified→ Flow 1
F2
Arkansas's Merit Teacher Incentive Fund, created by the 2023 LEARNS Act, paid an average bonus of more than $3,300 to 4,283 educators in the 2024-25 school year, with individual awards up to $10,000 for stacking multiple qualifying categories including shortage-area teaching.
↳ Shows a recruitment/retention hybrid bonus structure at meaningfully larger scale than single-state signing-bonus programs, and anchors the Illinois vacancy-grant retention comparison.
Verified→ Flow 2 · Flow 10
F3
Pitt County Schools (NC) paid $5.1 million to Educational Staffing Services for substitute-teaching costs in 2024-25, versus about $1.24 million spent managing substitutes in-house in 2018-19 before outsourcing began in 2021; Philadelphia's district capped its Source4Teachers substitute contract at $34 million and later weighed a $58 million two-year ESS Northeast contract.
↳ Quantifies the staffing-agency channel as the largest and most cost-inflating of the three channels, directly grounding the cost-bearer and opacity findings on agency margin.
Verified→ Flow 3 · Flow 4
F4
California appropriated $350 million in 2021, a combined $250 million across 2022, and $70 million in 2025 for its Teacher Residency Capacity and Implementation/Expansion Grant Program, per the California Commission on Teacher Credentialing's official grant summary table.
↳ Establishes prep-pipeline residency grants as the single largest state-level dollar commitment identified in this analysis, anchoring the claim that residency investment is the most durable supply-side channel.
Verified→ Flow 5
F5
The federal Teacher Quality Partnership program is authorized at $300 million annually but was funded at just $70 million for fiscal year 2024, and a related $8.68 million U.S. Department of Education grant to Virginia Commonwealth University's residency program was rescinded in 2025 and the university's appeal denied in July 2025.
↳ Shows the federal residency-funding channel operates at under a quarter of its authorized ceiling and remains politically reversible, directly shaping the incentive-structure finding about recruitment spending's fragility.
Verified→ Flow 6 · Flow 7 · Flow 11
F6
Mentor teachers typically receive $1,500-$7,500 per year from teacher-preparation programs, while districts like Lewisville ISD (TX) and Prince George's County (MD) pay mentors $250-$750 per mentored teacher, against average per-teacher turnover costs of roughly $12,000 in small/rural districts and $25,000 in large urban districts.
↳ Quantifies the retention-side underinvestment directly against its own claimed cost-avoidance value, the core asymmetry the money_thesis rests on.
Verified→ Flow 8 · Flow 9
medium uncertainty· model's epistemic confidence in this analysis

Facts & Figures (16)

The claims behind this analysis, each with its verification status — including what is contested, unverified, or could not be established. What each grade means
Oklahoma's State Department of Education budgeted $1.875 million from the federal IDEA Part B fund for a 2025 round of special education signing bonuses ($20,000 out-of-state, $10,000 first-year), its third such round since 2023.
Establishes that even a headline-grabbing state recruitment bonus program is a small, federally-sourced, one-time appropriation rather than a large or recurring state general-fund commitment.
Arkansas's Merit Teacher Incentive Fund, created by the 2023 LEARNS Act, paid an average bonus of more than $3,300 to 4,283 educators in the 2024-25 school year, with individual awards up to $10,000 for stacking multiple qualifying categories including shortage-area teaching.
Shows a recruitment/retention hybrid bonus structure at meaningfully larger scale than single-state signing-bonus programs, and anchors the Illinois vacancy-grant retention comparison.
Pitt County Schools (NC) paid $5.1 million to Educational Staffing Services for substitute-teaching costs in 2024-25, versus about $1.24 million spent managing substitutes in-house in 2018-19 before outsourcing began in 2021; Philadelphia's district capped its Source4Teachers substitute contract at $34 million and later weighed a $58 million two-year ESS Northeast contract.
Quantifies the staffing-agency channel as the largest and most cost-inflating of the three channels, directly grounding the cost-bearer and opacity findings on agency margin.
California appropriated $350 million in 2021, a combined $250 million across 2022, and $70 million in 2025 for its Teacher Residency Capacity and Implementation/Expansion Grant Program, per the California Commission on Teacher Credentialing's official grant summary table.
Establishes prep-pipeline residency grants as the single largest state-level dollar commitment identified in this analysis, anchoring the claim that residency investment is the most durable supply-side channel.
The federal Teacher Quality Partnership program is authorized at $300 million annually but was funded at just $70 million for fiscal year 2024, and a related $8.68 million U.S. Department of Education grant to Virginia Commonwealth University's residency program was rescinded in 2025 and the university's appeal denied in July 2025.
Shows the federal residency-funding channel operates at under a quarter of its authorized ceiling and remains politically reversible, directly shaping the incentive-structure finding about recruitment spending's fragility.
Mentor teachers typically receive $1,500-$7,500 per year from teacher-preparation programs, while districts like Lewisville ISD (TX) and Prince George's County (MD) pay mentors $250-$750 per mentored teacher, against average per-teacher turnover costs of roughly $12,000 in small/rural districts and $25,000 in large urban districts.
Quantifies the retention-side underinvestment directly against its own claimed cost-avoidance value, the core asymmetry the money_thesis rests on.
Oklahoma State Department of Education (via federal IDEA Part B fund) → Out-of-state and newly certified special education teachers: $1.875 million
Fund $20,000 signing bonuses for out-of-state special education teachers and $10,000 bonuses for newly certified special education teachers, plus $5,000/$2,500 second-year retention bonuses
— FROM THE RECORDGrant · basis: Oklahoma Voice reporting on OSDE's April 2025 budget announcement for the third round of signing bonuses · One-time · High confidence
Arkansas state government (LEARNS Act appropriation) → 4,283 Arkansas classroom teachers, librarians, and counselors: Average $3,300+ per recipient across 4,283 educators
Merit and shortage-area bonuses up to $10,000 for teachers showing student growth, mentoring, or teaching in critical-shortage subjects
— FROM THE RECORDGrant · basis: University of Arkansas Office for Education Policy analysis of the 2025 Merit Teacher Incentive Fund Program · Annual · High confidence
School District of Philadelphia general fund → Substitute-staffing agencies (Source4Teachers, then Kelly Educational Services): $34 million (Source4Teachers cap); $58 million proposed 2-year ESS Northeast contract
Outsource recruiting, assigning, and managing substitute teacher coverage after in-house fill rates fell to 60% and later 41% of daily vacancies
— FROM THE RECORDContract · basis: Philadelphia Tribune and Daily Pennsylvanian reporting on district substitute-services contracts · Recurring · High confidence
Pitt County Schools (NC) general fund → Educational Staffing Services (ESS): $5.1 million for 2024-25 school year
Substitute teacher placement and management for a mid-sized district, versus in-house substitute administration
— FROM THE RECORDContract · basis: The Reflector reporting on PCS finance office disclosure, compared to $1.24M in-house cost for 2018-19 · Annual · High confidence
California state budget → Teacher residency programs (via CTC Teacher Residency Grant Program): $350 million (2021) plus $250 million combined (2022) plus $70 million (2025)
Capacity and implementation/expansion grants for residency programs targeting special education, bilingual education, STEM, and diverse-workforce recruitment and retention
— FROM THE RECORDGrant · basis: California Commission on Teacher Credentialing grant program summary table · One-time · High confidence
U.S. Department of Education (Higher Education Act, Teacher Quality Partnership program) → University-district residency partnerships nationally: $70 million appropriated for FY2024 against $300 million authorized
Fund clinical teacher-preparation partnerships requiring at least a 2-year induction period and mandatory resident stipends
— FROM THE RECORDGrant · basis: Deans for Impact / TQP program report on federal residency funding · Annual · High confidence
U.S. Department of Education → Virginia Commonwealth University Richmond Teacher Residency program: $8.68 million (awarded, then rescinded)
Support a residency program that placed 73 teacher residents across 22 Virginia districts in 2025-26 in exchange for a 3-year hard-to-staff-school commitment
— FROM THE RECORDGrant · basis: VPM/NPR reporting on the grant's award, 2025 rescission, and subsequent denial on appeal · One-time · High confidence
District/EPP mentor stipend budgets (national pattern) → Veteran teachers serving as mentors: $1,500-$7,500 per year (EPP-paid); $250-$750 per mentored teacher (district-paid, e.g. Lewisville ISD, Prince George's County)
Compensate veteran teachers for mentoring novice teachers, a retention-side intervention shown to raise early-career retention
— FROM THE RECORDFee · basis: Deans for Impact analysis and National Council on Teacher Quality district-mentoring survey · Annual · Medium confidence
Texas foundation school program formula (state) → Beginning teachers and their assigned mentors, via districts: $3,000 per beginning teacher (including a minimum $1,000 to the mentor)
Fund structured first-two-year mentorship and required Texas Mentorship Training, competing against other formula-funded priorities rather than a dedicated line item
— FROM THE RECORDSubsidy · basis: Texas Education Agency PREP Mentorship Program page · Annual · High confidence
U.S. Department of Education (Title II-A, Supporting Effective Instruction State Grants) → State educational agencies, then subgranted to local districts: Advocacy target of $2.4 billion sought for FY2025 (10% increase over FY24 baseline)
The largest dedicated federal formula stream touching educator recruitment, retention, and professional learning simultaneously — the funding backbone both recruitment and retention programs draw on
— FROM THE RECORDGrant · basis: Learning Forward coalition letter to House Appropriations Committee, via poweredbytitleii.com · Annual · Medium confidence

Sources (40)

More learning research
Grounded in 40 web sources · 16 facts on the ledger · 6 verified or grounded · 10 partial or attributed · how the grades work
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