Share and intensity of work current AI systems can materially affect.
SOC 19-3034
School Psychologists AI displacement risk
Scoring tests and drafting reports are heavily AI-assistable, but administering assessments, observing children, designing IEP evaluations, and advising on crisis situations are licensed clinical-educational work with legal accountability.
Likely potential for exposed tasks to move to software after workflow integration.
Districts cannot hire enough school psychologists to meet evaluation timelines, so AI's role is documentation relief, not substitution. Assessment administration and diagnostic interpretation carry professional liability that stays human.
Distribution
Where School Psychologists sits across 620 tracked roles
Displacement pressure 26 — higher than 37% of the 620 occupations tracked on displacement.ai.
Score version
This page uses Seed model v0.4 (seed-v0.4-2026-05), last reviewed 2026-08-08. Directional occupation-level planning model using hand-reviewed public research, task exposure estimates, wage context, and transition-pathway assumptions.
19 O*NET task statements matched to SOC 19-3034. The displayed task profile combines these official task statements with the current public score model.
Median wage context: $95,990 (May 2025, US national). The latest BLS row matched SOC 19-3034.
Scores are planning signals, not forecasts. Local hiring demand, employer-specific workflows, licensing, and credentials must be validated before making career decisions.
2030 economic stress test
How Anthropic's scenarios classify School Psychologists
SOC 19-3034 places this role in the paper's cognitive occupation group. These group-level outcomes do not change the 26/100 role score and are not an occupation forecast.
+0.4% group wage
-0.5% cognitive employment since mid-2026; 2.9% cognitive unemployment.
Economy-wide: +1.6% GDP and 3.9% unemployment.
-0.3% group wage
-3.9% cognitive employment since mid-2026; 4.5% cognitive unemployment.
Economy-wide: +8.3% GDP and 4.6% unemployment.
-11.5% group wage
-21.5% cognitive employment since mid-2026; 17.9% cognitive unemployment.
Economy-wide: +32.4% GDP and 11.9% unemployment.
Compare the assumptions and limitations across all three scenarios. Source: The Anthropic Institute Working Paper No. 2026-02.
Official task evidence
O*NET task matches for School Psychologists
The current evidence import matched 19 task statements from Task Statements 31.0 (August 2026). These rows are used as a grounding layer for judging which parts of the occupation are repeatable, language-heavy, analytical, social, physical, or compliance-sensitive.
Dataset31.0 (August 2026)
Matched tasks19
SOC19-3034
- Core task / ID 5447
Report any pertinent information to the proper authorities in cases of child endangerment, neglect, or abuse.
- Core task / ID 18619
Interpret test results and prepare psychological reports for teachers, administrators, and parents.
- Core task / ID 5455
Maintain student records, including special education reports, confidential records, records of services provided, and behavioral data.
- Core task / ID 5446
Compile and interpret students' test results, along with information from teachers and parents, to diagnose conditions and to help assess eligibility for special services.
- Core task / ID 5452
Collaborate with other educational professionals to develop teaching strategies and school programs.
- Core task / ID 5449
Select, administer, and score psychological tests.
Source: O*NET Resource Center, Task Statements. Raw import target: data/raw/onet/task-statements-31-0.txt.
Task profile
Where AI changes the work
Administer and score psychological tests
Exposure 44, automation 20%, augmentation 60%.
O*NET evidence: Select, administer, and score psychological tests. (ID 5449)
Assess student needs and eligibility
Exposure 36, automation 14%, augmentation 58%.
O*NET evidence: Compile and interpret students' test results, along with information from teachers and ... (ID 5446)
Counsel children and families
Exposure 22, automation 6%, augmentation 42%.
O*NET evidence: Counsel children and families to help solve conflicts and problems in learning and adju... (ID 5453)
Prepare reports and maintain records
Exposure 60, automation 32%, augmentation 70%.
O*NET evidence: Maintain student records, including special education reports, confidential records, re... (ID 5455)
TaskExposureAutomationAugmentation
Administer and score psychological tests4420%60%
Assess student needs and eligibility3614%58%
Counsel children and families226%42%
Prepare reports and maintain records6032%70%
Transition pathways
Adjacent moves that preserve existing skills
credentialed transition
LowDistrict Special Education Director
Training horizon: 6-12 months. Skill overlap 62. Wage preservation signal 124.
- Learn administrative licensure requirements
- Lead evaluation teams
- Own compliance timelines
credentialed transition
LowClinical Psychologist
Training horizon: 12-24 months. Skill overlap 72. Wage preservation signal 114.
- Complete clinical licensure hours
- Broaden assessment populations
- Build therapeutic caseloads
Comparison guides
Compare the next move before you commit
6-12 months
School Psychologists to District Special Education Director
Compare AI displacement pressure, wage preservation, skill overlap, training time, and first proof project for moving from School Psychologists into District Special Education Director.
12-24 months
School Psychologists to Clinical Psychologist
Compare AI displacement pressure, wage preservation, skill overlap, training time, and first proof project for moving from School Psychologists into Clinical Psychologist.
What the AI risk score means for School Psychologists
The displacement pressure score for School Psychologists is 26. That score blends task exposure, automation pressure, augmentation potential, wage vulnerability, transition feasibility, and source confidence. It is designed to help workers and workforce teams decide where to act first, not to claim a specific date when a job will disappear.
For this role, the clearest risk pattern is visible at the task level. Prepare reports and maintain records carries 32% automation pressure, while Prepare reports and maintain records carries 70% augmentation potential. That means the best response is usually a targeted redesign of work: move away from repeatable production tasks and toward judgment, exception handling, coordination, stakeholder context, and accountable use of AI tools.
Labor-market context and wage risk
Median wage: $95,990 (May 2025, US national). Employment context: Licensed school-based assessment role with acute shortages. Typical education: Specialist or doctoral degree plus state certification.
Wage vulnerability is 34, while transition feasibility is 68. A high wage-vulnerability score means workers should pay close attention to salary preservation before making a move. A high transition-feasibility score means there are adjacent paths that can reuse existing skills without requiring a complete career reset.
- Low displacement pressure
- Severe national shortage
- Documentation relief is the AI benefit
Upskilling priorities
Skills that make this role more resilient
The safest upskilling plan starts with skills already close to the work. For School Psychologists, the strongest near-term skill priorities are listed below. These are useful whether the goal is to stay in the role, move to a redesigned version of the role, or transition into an adjacent occupation.
Psychoeducational assessment
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
IEP evaluation
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Crisis consultation
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Report interpretation
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
90-day transition plan
The most practical next step is not to wait for a layoff or a full role redesign. Use the next 90 days to create evidence that you can operate in a safer, more AI-augmented version of the work.
- In the first 30 days, document the repetitive tasks in your current work and identify where AI can reduce drafting, lookup, classification, or reporting time.
- By 60 days, complete one small project connected to District Special Education Director, such as learn administrative licensure requirements.
- By 90 days, compare internal openings and external postings for District Special Education Director or Clinical Psychologist and update your resume around measurable workflow outcomes.
FAQ
Questions about AI and School Psychologists
Will AI replace School Psychologists?
Scoring tests and drafting reports are heavily AI-assistable, but administering assessments, observing children, designing IEP evaluations, and advising on crisis situations are licensed clinical-educational work with legal accountability. The better planning signal is not full replacement, but which tasks become automated, which tasks become AI-assisted, and which responsibilities still need human judgment.
Which parts of School Psychologists work are most exposed to AI?
Prepare reports and maintain records and Administer and score psychological tests show the strongest automation pressure in this model. Prepare reports and maintain records and Administer and score psychological tests are better treated as AI-augmented work.
What should School Psychologists learn next?
Start with Psychoeducational assessment, IEP evaluation, Crisis consultation. The most practical adjacent paths in this model are District Special Education Director and Clinical Psychologist.
How should this score be used?
Use it as a planning signal, not a prediction. Confirm local hiring demand, wages, licensing, credentials, and employer adoption before making a career move.
Sources
Evidence trail
International Labour Organization / 20 May 2025Generative AI and Jobs: A Refined Global Index of Occupational ExposureOECD / 11 July 2023OECD Employment Outlook 2023: Artificial Intelligence and the Labour MarketO*NET Resource Center / Database 31.0 (August 2026)Occupation, Task, Skill, and Work-Activity DataUS Bureau of Labor Statistics / May 2025 estimates (released 15 May 2026)Occupational Employment and Wage Statistics