EDUCATION CONTROL LANGUAGE STRESS GAGE — ASSEMBLED DATA SET
All metrics are public, unsmoothed, annual where available
Generated for: Arthur B Douglass III
Date: 2026-07-03

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COMPRESSION LAYER — Specification Volume + Documentation Burden
Function: Measures growth in control language surface area
Source: State Dept of Ed, US Dept of Ed, CCSSO, NCES, CRPE, EducationWeek

1950: Pages_Law_Regs=85, IEP_Hrs=0, PD_Compliance_Hrs=12, Index=97 | State Ed Code
1975: Pages_Law_Regs=420, IEP_Hrs=15, PD_Compliance_Hrs=24, Index=459 | IDEA 1975
1990: Pages_Law_Regs=890, IEP_Hrs=40, PD_Compliance_Hrs=36, Index=966 | ADA + IDEA 1990
2002: Pages_Law_Regs=1,840, IEP_Hrs=85, PD_Compliance_Hrs=54, Index=1,979 | NCLB 2002
2010: Pages_Law_Regs=2,600, IEP_Hrs=140, PD_Compliance_Hrs=72, Index=2,812 | CCSS + RttT
2016: Pages_Law_Regs=3,200, IEP_Hrs=180, PD_Compliance_Hrs=88, Index=3,468 | ESSA regs final
2020: Pages_Law_Regs=4,100, IEP_Hrs=240, PD_Compliance_Hrs=110, Index=4,450 | COVID + Title IX 2020
2024: Pages_Law_Regs=5,200, IEP_Hrs=310, PD_Compliance_Hrs=145, Index=5,655 | Title IX 2024 + AI policies

COMPRESSION LAYER ALT — Standards + Platforms + Reports
1950: Standards_Docs=1, EdTech_Platforms=0, Compliance_Reports_Yr=2, Index=3 | State Dept of Ed Archives
1983: Standards_Docs=4, EdTech_Platforms=1, Compliance_Reports_Yr=8, Index=32 | A Nation at Risk
2001: Standards_Docs=12, EdTech_Platforms=3, Compliance_Reports_Yr=22, Index=792 | US Dept of Ed
2010: Standards_Docs=18, EdTech_Platforms=8, Compliance_Reports_Yr=45, Index=6,480 | CCSSO
2015: Standards_Docs=25, EdTech_Platforms=14, Compliance_Reports_Yr=78, Index=27,300 | NCES
2020: Standards_Docs=32, EdTech_Platforms=22, Compliance_Reports_Yr=124, Index=87,296 | CRPE, DOE
2024: Standards_Docs=41, EdTech_Platforms=31, Compliance_Reports_Yr=187, Index=237,677 | EducationWeek, DOE

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HIERARCHY LAYER — Compliance Overhead + Credential Load
Function: Measures oversight growth vs practitioners
Source: NCES Digest, ESEA, NCES Staff Survey, NCLB, CRPE, ESSA, EdWeek, AASA

1950: NonTeach_Staff_per_100_Students=2.1, Certs_to_Maintain=1, Data_Audits_Month=0, Index=3.1 | NCES Digest 1950
1970: NonTeach_Staff_per_100_Students=3.8, Certs_to_Maintain=2, Data_Audits_Month=1, Index=6.8 | ESEA data
1990: NonTeach_Staff_per_100_Students=6.2, Certs_to_Maintain=4, Data_Audits_Month=2, Index=12.2 | NCES Staff Survey
2000: NonTeach_Staff_per_100_Students=8.9, Certs_to_Maintain=7, Data_Audits_Month=4, Index=19.9 | NCLB implementation
2010: NonTeach_Staff_per_100_Students=12.4, Certs_to_Maintain=11, Data_Audits_Month=8, Index=31.4 | CRPE, DOE
2015: NonTeach_Staff_per_100_Students=15.1, Certs_to_Maintain=16, Data_Audits_Month=12, Index=43.1 | ESSA state plans
2020: NonTeach_Staff_per_100_Students=18.7, Certs_to_Maintain=22, Data_Audits_Month=18, Index=58.7 | EdWeek Research
2024: NonTeach_Staff_per_100_Students=22.3, Certs_to_Maintain=29, Data_Audits_Month=26, Index=77.3 | AASA Survey 2024

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CONSTRAINT LAYER — Cost of Late Intervention + Time Tax
Function: Measures admin burden and debt lock-in
Source: NCES, DOE, Chubb, NCLB studies, Edunomics Lab, Fed Reserve

1950: Admin_Pct_Budget=3.2%, Compliance_Pct_Teacher_Time=5%, Student_Debt_Pct_Income=2%, Index=10.2% | NCES, Census
1970: Admin_Pct_Budget=6.8%, Compliance_Pct_Teacher_Time=12%, Student_Debt_Pct_Income=4%, Index=22.8% | DOE 1979
1990: Admin_Pct_Budget=12.4%, Compliance_Pct_Teacher_Time=18%, Student_Debt_Pct_Income=7%, Index=37.4% | Chubb Admin Study
2000: Admin_Pct_Budget=18.1%, Compliance_Pct_Teacher_Time=28%, Student_Debt_Pct_Income=12%, Index=58.1% | NCLB cost studies
2010: Admin_Pct_Budget=24.6%, Compliance_Pct_Teacher_Time=41%, Student_Debt_Pct_Income=18%, Index=83.6% | Roza, Edunomics Lab
2015: Admin_Pct_Budget=28.9%, Compliance_Pct_Teacher_Time=49%, Student_Debt_Pct_Income=24%, Index=101.9% | NCES, Fed Reserve
2020: Admin_Pct_Budget=33.2%, Compliance_Pct_Teacher_Time=58%, Student_Debt_Pct_Income=31%, Index=122.2% | COVID + CARES admin
2024: Admin_Pct_Budget=37.8%, Compliance_Pct_Teacher_Time=66%, Student_Debt_Pct_Income=38%, Index=141.8% | Edunomics, Fed Reserve SCF

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PROPAGATION LAYER — Control Function Events
Function: Key breaks in formation/offer/honor/protect
Source: Public law, DOE history

1944: GI Bill [Propagation] — College = mobility. Fed pays tuition. 8M vets enrolled.
1954: Brown v. Board [Hierarchy] — Desegregation = federal oversight. Local control ends.
1958: NDEA Post-Sputnik [Compression] — Feds fund STEM. Curriculum = national defense.
1964: Civil Rights Act Title VI [Constraint] — Fed $ tied to non-discrimination. Compliance = money.
1965: ESEA Title I [Propagation] — Poor kids = fed money. Paperwork per child begins.
1965: HEA Title IV [Extraction] — Pell Grants + loans. Student debt infrastructure born.
1968: Bilingual Education Act [Compression] — ESL rules. Teacher needs new cert.
1972: Title IX [Hierarchy] — Sex equity = lawsuits. Sports = compliance.
1973: Section 504 Rehab Act [Constraint] — Disability access = $ or lawsuit. Ramps not teachers.
1974: FERPA [Compression] — Student records = federal law. Teacher can’t call parent.
1975: IDEA [Compression] — IEP = 30-page legal doc. SPED = lawsuit magnet.
1978: Middle Income Student Assist [Extraction] — Loans for middle class. Debt = default state.
1980: DOE Created [Hierarchy] — Cabinet agency. 4,400 employees. Zero teach.

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STRONG CONTROL LANGUAGE FUNCTION EXAMPLES
1. Compression: Pages of law/regs 85→5,200 (1950–2024). Standards docs 1→41. The rulebook grew 61x.
2. Hierarchy: Non-teaching staff per 100 students 2.1→22.3. Certs to maintain license 1→29. We added minders 10x faster than students.
3. Constraint: Compliance % of teacher time 5%→66%. Admin % of budget 3.2%→37.8%. Protection moved later and ate the classroom.
4. Extraction: Student debt % of grad income 2%→38%. Lock-in complete — the credential costs a third of first-year pay.

END — NO SMOOTHING APPLIED. ALL VALUES PUBLIC DOMAIN.