RESEARCH & DATA

The Special Education
Staffing Crisis.

Exposed through surveys, published research, and the voices of professionals across every role in the SPED ecosystem.

0%
of SLPs report burnout
ASHA 2024
0%+
SPED teachers at dangerous exhaustion
McGrew 2023
0:1,071
student-to-psych ratio
NASP 2024
RESEARCH DATA · APRIL 2026

Four crises.

The Documentation Crisis
75.6%
of school SLPs have considered leaving the profession
Source: ASHA / SLP Toolkit Survey
60-70%
of SPED provider time is spent on paperwork
Source: Frontline Education
38%
of special educators meet clinical criteria for generalized anxiety disorder
Source: IES/NCSER BREATHE Study (Ruble et al., 2023)
38%
meet criteria for major depressive disorder, 5-12× the general population rate
Source: IES/NCSER BREATHE Study
>60%
score at dangerous levels on emotional exhaustion
Source: Maslach Burnout Inventory data, BREATHE Study
The Compliance Gap
52%
of compliance failures are content-quality issues, not timeline misses
Source: GAO analysis of 253 compliance failures
$50K-$200K+
per due process case reaching hearing
Source: California OAH data, CSBA ELA reports
4,549
due process filings in California in FY 2022-23
Source: California OAH
46%
of districts settle even when they believe requests exceed IDEA
Source: AASA national survey
Endrew F.
Goals must be 'appropriately ambitious' with documented 'cogent and responsive explanation'
Source: Endrew F. v. Douglas County (2017)
The Competitive Vacuum
57%
of SPED teachers already use external AI tools for IEP drafting
Source: CDT October 2025 report
The Caseload Reality
50 vs 40
SLP actual median caseload vs. ASHA recommended
Source: ASHA 2024
98–176 vs 30–40
OT actual range vs. recommended caseload
Source: AOTA practice surveys
1:1,071 vs 1:500
School psychologist actual vs. NASP recommended ratio
Source: NASP 2024
40–50 vs 6–15
BCBA actual vs. recommended caseload
Source: BACB caseload guidance
ROLE-BY-ROLE BREAKDOWN

What every role is actually experiencing.

76% report burnout (ASHA 2024)
Median caseload: 50 students (recommended: 40)
75.6% have considered leaving the profession
WHAT THEY'RE SAYING

"Paperwork is honestly more like 60 to 70% of the work I actually do."

Angie Neal, MS, CCC-SLP

KEY ISSUES

Only 8% of ASHA-member SLPs are multilingual, yet must assess students speaking hundreds of languages

Medicaid billing requirements layer an entire second job on top of clinical duties

Many are the only OT in their entire district
WHAT THEY'RE SAYING

"For the past decade, teachers, ABA therapists, other professionals, and yes -- even OTPs -- have been seeking to weed out what is sensory and what is behavior. I have yet to run across a therapist who can explain 'sensory vs. behavior' well."

Jayson Davies, OT practitioner, OT Schoolhouse

"It is incredibly common in the schools to be managed by someone who is not an OT and does not fully understand OT."

Devon Breithart, OTR/L

KEY ISSUES

The sensory vs. behavior question is a false binary that leads to misguided interventions

No cross-discipline visibility: OTs don't know what SLPs or psychologists already tried

A Texas statewide study found paperwork was the single biggest reason school therapists left

National ratio: 1:1,071 (recommended 1:500)
WHAT THEY'RE SAYING

"A recent school psych community here in the Bay Area have taken actual hard data on start to finish for one child -- how much it takes was 30 hours."

Dr. Rebecca Branstetter, 20-year school psychologist

"When school psychologists get burned out, they still love their job and their students, but they may feel trapped in a role that only scratches the surface of what they can do to help kids."

Dr. Rebecca Branstetter, NASP blog

KEY ISSUES

Only 3 states meet the NASP-recommended 1:500 student-to-psychologist ratio

NASP estimates it will take 20+ years to build an adequate workforce, at $2.7-$4.9B annually

60%+ at 'dangerous' emotional exhaustion levels
Work 9 hrs/week more than peers (RAND 2024)
KEY ISSUES

California law caps caseloads at 28 (32 with waiver) but actual caseloads regularly exceed limits

38% met clinical criteria for anxiety or depression (rates 5-12x the general population)

A Pennsylvania court ruled staff shortages are not an excuse for failing to deliver FAPE

Due process hearings: $50K-$200K+ per case
WHAT THEY'RE SAYING

"When we fail to fully staff our classrooms, we fail to deliver on the promise of a free and appropriate public education for students with disabilities."

Abby Cypher, Executive Director, Michigan AASE

KEY ISSUES

No real-time visibility into staff workload: by the time burnout is visible, the resignation letter is written

Most received minimal SPED training
WHAT THEY'RE SAYING

"I would have principals testifying as a representative of the school district, and it became very, very clear they did not know the basics of special ed. I remember a principal saying: 'This IEP thing, is this a building-level term or a district term?'"

David Bateman, former due process hearing officer

"I always want to take that stress and that anxiety off the shoulders of those with whom I'm working. I haven't been able to figure out how to release it from myself yet."

Principal Callan, 39 years in education

KEY ISSUES

Principals carry personal and professional liability for building-level SPED compliance

They see burnout clearly but lack budget, staffing, or authority to reduce workloads

When trust erodes with families, disputes escalate fast, and administrators field the calls

The gap between what districts communicate and what families understand can be devastating

IEPs commonly pre-drafted before meetings
WHAT THEY'RE SAYING

"For years, she sat through meetings with her son's special education teachers, struggling to maintain a smile as she understood little of what they said. When she asked to observe her son's classroom, a teacher told her: 'You don't even speak English. What's the point?'"

Mireya Barrera, Hechinger Report

KEY ISSUES

IEP documents are dense with acronyms (PLAAFP, LRE, FAPE) and impenetrable legal language

When clinical terminology is used, parents hear a terrifying diagnosis, not a plan for support

THE DATA

Published surveys and peer-reviewed findings.

ASHA 2024
3,749 SLPs
76% report burnout; paperwork ranked #1 challenge
NASP 2024-25
National
Ratio 1:1,071 (recommended 1:500); only 3 states meet standard
CEC 2019
1,460 SPED teachers
Top needs: IEP resources, smaller caseloads, admin support
McGrew et al. 2023
490 SPED teachers
60%+ at dangerous emotional exhaustion; ~40% met anxiety/depression criteria
NCES 2024
National
74% of schools report difficulty filling SPED vacancies
GAO 2024
32 entities
All cited personnel shortages as #1 obstacle
CLINICAL FRAMEWORKS

The Translation Gap

Why a clinical diagnosis does not equal educational eligibility, and why your documentation platform must understand the difference.

Every week, school teams receive outside evaluations with DSM-5-TR diagnoses, ICD-10-CM codes, and clinical recommendations. And every week, those teams must answer the same question: does this child qualify for special education services under IDEA?

The answer is never automatic. A child with a DSM-5-TR autism diagnosis (Level 1) who is performing well academically may not qualify under IDEA's "Autism" category. Conversely, a school team can identify a student as eligible under the educational "Autism" category based on their own evaluation: no medical diagnosis required.

This is the translation gap that generic AI tools get catastrophically wrong. They conflate clinical and educational language. SPEDScribe doesn't.

IDEA'S TWO-PRONG ELIGIBILITY TEST
PRONG 1: DISABILITY CATEGORY

Student meets criteria for one of IDEA's 13 disability categories (34 CFR § 300.8)

+
PRONG 2: EDUCATIONAL IMPACT + SDI

The disability adversely affects educational performance AND the student needs specially designed instruction

Critical: A student does NOT need to be failing to qualify. Per 34 CFR § 300.101(c)(1), FAPE must be available even if a child has not failed or been retained and is advancing from grade to grade.

IDEA DISABILITY CATEGORY MAPPING
IDEA CATEGORY
CLINICAL / MEDICAL MAPPING
DOCUMENTATION NOTE
Autism
DSM-5-TR ASD (all levels)
Medical dx NOT required. School eval can determine eligibility independently.
Emotional Disturbance
Anxiety, Depressive, Bipolar Disorders
Most contested category. Excludes 'social maladjustment' unless ED also present.
Other Health Impairment
ADHD (most common), Diabetes, Epilepsy, Tourette's
'Heightened alertness' language specifically accommodates ADHD.
Specific Learning Disability
DSM-5-TR Specific Learning Disorder
Largest category (~33%). Three ID models: discrepancy, RTI/MTSS, or PSW.
Speech or Language Impairment
Speech Sound Disorder, Language Disorder, Fluency Disorder
For bilingual students: impairment must exist in ALL languages.
Intellectual Disability
Intellectual Developmental Disorder
Requires BOTH subaverage IQ (~≤70) AND adaptive behavior deficits.
DSM-5-TR
Diagnostic and Statistical Manual of Mental Disorders, 5th Ed., Text Revision
AMERICAN PSYCHIATRIC ASSOCIATION, 2022

Standard psychiatric classification. Schools receive these diagnoses from outside evaluators. SPEDScribe translates clinical language into educationally relevant impact statements.

ICD-10-CM
International Classification of Diseases, 10th Revision, Clinical Modification
WHO / CMS (US ADAPTATION)

Medical coding system used for Medi-Cal billing. SLPs, OTs, and PTs pair ICD-10-CM diagnostic codes with CPT procedure codes. SPEDScribe maintains a cross-walk between ICD codes and IDEA categories.

ICF Framework
International Classification of Functioning, Disability and Health
WORLD HEALTH ORGANIZATION, 2001

Biopsychosocial framework endorsed by AOTA and APTA. Maps directly to how IDEA requires Present Levels: body function impairment → activity limitation → participation restriction → environmental factors. SPEDScribe generates ICF-aligned PLAAFP statements.

CALIFORNIA ADDS ITS OWN REQUIREMENTS
Ed. Code § 56321(a)
Assessment plan within 15 calendar days of referral
No federal equivalent
Ed. Code § 56344(a)
Assessment completed within 60 days of signed consent
Excludes breaks > 5 school days
Ed. Code § 56329
Parents can request reports 4 business days before IEP meeting
Best practice: always provide early
Ed. Code § 56341.1(g)
Parents may electronically record IEP meetings
24-hour notice required both ways
BILINGUAL ASSESSMENT INTELLIGENCE

Difference vs. Disorder

The highest-stakes clinical judgment in special education, and why California needs AI that gets it right.

Only 8.3% of ASHA-certified SLPs identify as multilingual service providers. Yet across California, Spanish, Vietnamese, Cantonese, Mandarin, Filipino/Tagalog, Arabic, Korean, Hmong, Punjabi, Russian, Farsi/Persian, Armenian, Ukrainian, Japanese, Pashto, and Dari are the top non-English student languages. The result: bilingual students are simultaneously over-identified (normal L2 acquisition patterns mistaken for disorders) and under-identified (true disorders attributed to "still learning English").

Over-identification costs districts in due process. Under-identification costs students their education. Both reflect the same root cause: assessment tools and documentation systems that weren't built for bilingual populations.

SPEDScribe is the first IEP documentation platform with built-in linguistic intelligence for the 16 languages California's students actually speak.

THE DIAGNOSTIC PRINCIPLE

True language disorders are present in ALL of a child's languages. If errors occur only in English, they likely reflect L2 acquisition, not disorder.

ASHA Practice Portal: Bilingual Service Delivery

L1 TRANSFER PATTERNS SPEDSCRIBE FLAGS FOR YOUR REVIEW

These are patterns expected in bilingual English learners. When a provider dictates one, the note flags it as a possible L1 transfer pattern for review; telling difference from disorder stays with the provider and the IEP team.

/r/ trill substitution for English rhotic /ɹ/
Spanish uses alveolar trill; English rhotic doesn't exist in Spanish
Final consonant deletion or reduction
Spanish is predominantly CV syllable structure
/v/→/b/ substitution
Spanish does not have the /v/ phoneme
Adjective-noun order ('the car red')
Spanish places descriptive adjectives after nouns
Subject pronoun omission
Spanish is a pro-drop language
Difficulty with consonant clusters
Hmong is monosyllabic with no consonant clusters
Tonal transfer to English intonation
Hmong has 6-8 tones depending on dialect
No verb conjugation or tense marking
Hmong verbs don't inflect for tense, number, or person
Indirect communication style
Cultural value, not a pragmatic language deficit
/w/→/v/ confusion
Russian does not have the /w/ phoneme
Systematic article omission (a, an, the)
Russian has no articles (most persistent transfer pattern)
Word order flexibility
Russian allows free word order due to case marking
BILINGUAL ASSESSMENT TOOLS WE REFERENCE
BESA
GOLD STANDARD
Bilingual English-Spanish Assessment (Brookes Publishing, 2018)

The gold standard. The ONLY norm-referenced assessment designed from the ground up for bilingual Spanish-English children, normed on 600+ bilingual children across 17 Spanish dialects. Sensitivity: 88-97%. Specificity: 82-100%.

Dynamic Assessment
GOLD STANDARD
Test-Teach-Retest Framework (ASHA-recommended framework)

ASHA's primary recommended approach for culturally and linguistically diverse students. Measures learning potential rather than static knowledge. Children with disorders show limited improvement during teaching; children with differences show rapid learning.

ROWPVT-4 / EOWPVT-4 SBE
Receptive/Expressive One-Word Picture Vocabulary Tests — Spanish-Bilingual Editions (Academic Therapy Publications)

One of few assessments with bilingual norms rather than translated English norms. Allows conceptual scoring across languages.

BICS VS. CALP: THE MISCONCEPTION THAT DRIVES OVER-IDENTIFICATION
BICS
Basic Interpersonal Communication Skills
1-3 years to develop

Conversational fluency. The child sounds fluent in English on the playground.

CALP
Cognitive Academic Language Proficiency
5-7 years with L1 support

Academic language. The child struggles with classroom instruction, text comprehension, and written expression.

A child who sounds fluent in conversation but struggles with academic language is likely still developing CALP, not language disordered.

Cummins, 1979, 2008

ASHA NON-NEGOTIABLES FOR BILINGUAL ASSESSMENT
1

Never translate standardized tests: this invalidates them

2

Assess in ALL languages the child uses

3

Use processing-dependent measures (nonword repetition, novel word learning) that reduce cultural/experiential bias

4

Never use standard scores when the norming sample doesn't represent the student

5

Distinguish between BICS (1-3 years to develop) and CALP (5-7 years with L1 support)

ASHA Practice Portal: Multilingual Service Delivery

IEP COMPLIANCE STANDARDS

What 'Appropriately Ambitious' Actually Means

The Endrew F. standard changed IEP documentation requirements forever. Here's how SPEDScribe enforces it structurally.

In 2017, the Supreme Court unanimously raised the bar in Endrew F. v. Douglas County School District (580 U.S. 386). Chief Justice Roberts wrote that a student offered "merely more than de minimis progress from year to year can hardly be said to have been offered an education at all."

Every IEP must now be "reasonably calculated to enable a child to make progress appropriate in light of the child's circumstances." Goals must be "challenging" and "ambitious."

This isn't aspirational language. It's the legal standard against which your IEPs are measured in due process. And it makes recycled goals, absent baseline data, and vague present levels legally indefensible.

U.S. SUPREME COURT
Endrew F. v. Douglas County School District
580 U.S. 386 (2017)
"A student offered merely more than de minimis progress from year to year can hardly be said to have been offered an education at all."

Chief Justice Roberts (unanimous)

Every goal must show individualized ambition, not cookie-cutter targets

Baseline data must be quantified, not vague ('reads below grade level' is never acceptable)

Recycled goals from prior IEPs without updated baselines are a red flag

Progress must be tracked and documented with data, not subjective impressions

PRESENT LEVELS: THE FOUNDATION EVERYTHING BUILDS ON

34 CFR § 300.320(a)(1): must include how the disability affects involvement and progress in the general education curriculum.

QUANTIFIABLE BASELINE DATA
NOT ACCEPTABLE

'Reads below grade level'

WHAT IT SHOULD SAY

'Reads at 2.3 grade equivalent on WJ V Letter-Word ID (SS 82), at 65 wcpm on 4th grade DIBELS ORF probes vs. benchmark of 120 wcpm'

STRENGTHS AND NEEDS
NOT ACCEPTABLE

Only listing deficits

WHAT IT SHOULD SAY

Starting with documented strengths, then connecting needs to educational impact

PARENT INPUT
NOT ACCEPTABLE

'Parent agrees with team recommendations'

WHAT IT SHOULD SAY

Documenting specific parent concerns, observations, and priorities in their own words

EDUCATIONAL IMPACT CONNECTION
NOT ACCEPTABLE

'Has difficulty with fine motor skills'

WHAT IT SHOULD SAY

'Has difficulty with fine motor skills, which limits ability to complete written assignments within expected timeframes, resulting in incomplete classwork across all subjects'

THE CONDITION-BEHAVIOR-CRITERION FRAMEWORK

Every IEP goal must contain all four components. SPEDScribe enforces this structurally: you can't generate a goal that's missing a piece.

Condition

The specific circumstances under which the behavior will occur

Given a 4th grade reading passage and no more than 1 verbal prompt...

Behavior

An observable, measurable action

...will read aloud with accuracy and fluency...

Criterion

A specific standard for mastery

...at a rate of 100 words correct per minute with 95% accuracy...

Timeframe

When the goal should be achieved

...by the annual IEP review date, as measured by DIBELS ORF probes across 3 consecutive sessions.

LEAST RESTRICTIVE ENVIRONMENT: THE 9TH CIRCUIT STANDARD

In California (9th Circuit), LRE placement decisions are governed by the Rachel H. four-factor test.

1

Educational benefits of regular class with supplementary aids and services

2

Non-academic benefits of interaction with nondisabled peers

3

Effect of the student's presence on the teacher and other students

4

Cost of supplementary aids and services

D.R. v. Redondo Beach USD (9th Cir. 2022)

For students whose disabilities preclude grade-level performance, academic benefit is properly measured by progress toward IEP goals, not grade-level achievement.

WHAT SPEDSCRIBE CHECKS AUTOMATICALLY
✓

Every PLAAFP need generates a corresponding goal

ENFORCED
✓

Every goal has quantified baseline data

ENFORCED
✓

Every goal uses Condition-Behavior-Criterion format

ENFORCED
✓

Goals are not recycled from prior IEPs without updated baselines

FLAGGED
✓

Service frequency/duration/location is specified (never 'as needed')

ENFORCED
✓

LRE justification addresses Rachel H. factors

SCAFFOLDED
✓

Accommodations vs. modifications are correctly categorized

ENFORCED
✓

Bilingual students have difference-vs-disorder analysis

FLAGGED
✓

Transition goals present for students 16+

FLAGGED
✓

AT consideration documented at every IEP meeting

FLAGGED
THE DOCUMENTATION DEFENSE
9,927
written state SPED complaints in 2023-24
CADRE, 2025
79%
increase over the 10-year average
CADRE, 2025
16.4%
year-over-year increase in due process filings
CADRE, 2025
#1
catalyst for adverse findings: documentation failures
California OAH case analysis

Districts that maintain thorough, contemporaneous documentation (assessment data, IEP team deliberations, progress monitoring, service logs, parent communications) consistently fare better in due process. The documentation is the defense.

The system is telling us exactly what's wrong.

An SLP writing Medicaid codes, a school psychologist typing a triennial, a SPED teacher drafting an IEP from memory, and a parent staring at a document full of acronyms she cannot read: they are all experiencing the same structural failure from different vantage points.

The paperwork required to document compliance has eclipsed the capacity to deliver actual services. These professionals are not asking for less accountability. They are asking for a workload that allows them to do the work the accountability is supposed to measure.