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This page explains how the Durability Score is built — the components, the evidence behind each one, and the named sources. For who this work fits and what a career path through it looks like, see the Deep Read. For your personalized match, take the free quiz.
Where the 69 comes from.

Three components - Automation Resistance, Structural Moat, and Demand - add up to the 69.

FJP Durability Score
69/100
Automation Resistance
24/40

Automation pressure is moderate because AI reaches therapy support, screening, documentation, and measures, while assessment, diagnosis, testing, risk judgment, and clinical accountability protect the complex core. The current model signal is harsher than the credential alone would suggest.

Sub-components
Substitution Resistance
18/30

Observed AI exposure is 5.91%, while modeled median job-loss risk is 20.59%. That second signal puts real pressure on routine therapy, screening, self-help, note, and measurement work. Psychological testing, diagnosis, risk judgment, complex cases, and legal or medical accountability keep the occupation from being reduced to chatbot support.

Sources feeding this sub-component
Anthropic labor-market impacts report and data → Shows 5.91% observed AI exposure for this occupation.
Tufts Digital Planet AI Jobs workbook → Shows 20.59% modeled job-loss risk in the median scenario.
Augmentation Leverage
6/10

AI can help with note drafts, screening summaries, measure interpretation, treatment-plan scaffolds, patient education, and resource suggestions. Psychologists can capture some benefit in independent practice or specialized assessment, but trust, liability, and payer behavior limit how much of the benefit reaches the individual clinician.

Sources feeding this sub-component
Anthropic Economic Index primitives → This source gives task-level AI examples, not a job-specific AI score for this occupation.
Structural Moat
25/35

The structural protection is strong through doctoral training, supervised practice, state licensure, exams, and protected psychological practice, though the physical setting itself is low-barrier office or clinic work. The legal gate is strongest when the job uses the full assessment and diagnosis scope.

Sub-components
Physical & Environmental
1/10

Most work happens in offices, clinics, telehealth, hospitals, schools, or institutions. The role can be emotionally intense and risk-bearing, but it is not physically heavy or procedural clinical work.

Sources feeding this sub-component
BLS Occupational Requirements Survey data → Exact federal physical-task data was not available, so this card relies on duties and settings.
Regulatory Moat
11/12

State psychologist licensure, doctoral training, supervised practice, professional exams, continuing obligations, and protected scope create a real legal gate. Scope and employment settings vary, so the protection is strong but not absolute.

Robotics Resistance
8/8

Physical robotics is not the substitution path. Psychological assessment, diagnosis, therapy, and consultation are cognitive and interpersonal; software exposure is counted in Automation Resistance.

Sources feeding this sub-component
Credential Depth
5/5

The occupation maps to a doctoral or professional-degree path with supervised practice and licensure. That long route supports maximum credential depth.

Demand
20/25

Demand is supported by mental-health access needs, assessment, school, medical, and legal referrals, but reimbursement and AI support tools keep the signal from being simple growth. The strongest demand sits where the doctorate is actually used, not generic therapy alone.

Sub-components
Volume
7/10

Federal projections show 76,300 jobs, 11.2% growth, and 4,800 annual openings. Openings are moderate, but growth and replacement demand both support a solid demand base.

Sources feeding this sub-component
BLS Employment Projections → Shows 76,300 jobs, 11.2% growth, and 4,800 annual openings.
Source Quality
7/8

Demand comes from mental-health access needs, psychological assessment, schools, medical systems, legal referrals, and complex diagnosis. The source quality is strong because assessment authority is a distinct need beyond generic therapy.

Resilience
6/7

Diagnostic and assessment authority persists through AI tools, but chatbot support, self-help products, reimbursement limits, and telehealth platform design are real shocks. Psychologists with testing, high-acuity, medical, school, or forensic lanes are more resilient than generic therapy-only practices.

Sources feeding this sub-component
BLS OEWS May 2025 wage tables → Shows May 2025 wage distribution: median $100,580, with the 10th to 90th percentile from $55,170 to $180,960.
What would move the score
Scenario 1
AI therapy tools become reimbursed front doors.

The case weakens if payers or platforms use AI tools to replace a meaningful share of mild therapy, screening, or intake work before a psychologist is involved. The trigger is paid substitution for clinician hours, not note drafting or resource suggestions.

Direction
Down, meaningful
Components affected
Substitution Resistance, Demand
Scenario 2
Assessment and testing demand expands.

The case strengthens if schools, courts, hospitals, employers, and medical systems need more psychological assessment, diagnosis, and testing that must be signed by licensed psychologists. The signal would be more paid assessment roles, not only more generic therapy demand. Testing backlogs and referral patterns would be the proof.

Direction
Up, modest
Components affected
Demand, Structural Moat
Scenario 3
Doctoral economics become too hard to justify.

The case weakens if unfunded programs, internship bottlenecks, supervised-hour constraints, or reimbursement limits make graduates avoid psychology despite demand. The threshold is sustained pipeline stress that reduces practical access to the licensed seat. Licensure-completion rates would be the warning sign.

Direction
Down, modest
Components affected
Demand
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Last reviewed June 2026 · Next September 2026