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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 60 comes from.

Three components - Automation Resistance, Structural Moat, and Demand - add up to 60.

FJP Durability Score
60/100
Automation Resistance
20/40

Scheduling, college search, course planning, forms, emails, lesson materials, and routine advising are exposed. Student trust, crisis response, mandated reporting, parent communication, family meetings, and local school judgment keep the work from becoming only software.

Sub-components
Substitution Resistance
15/30

observed AI exposure of 11.82% and modeled median job-loss risk of 22.84%. The modeled-risk signal puts school counseling in the moderate range, reflecting how much scheduling, advising, forms, emails, and routine planning can be supported by software.

Sources feeding this sub-component
Anthropic labor-market impacts → School counselors show 11.82% observed AI exposure.
Tufts American AI Jobs Risk Index → School counselors show 22.84% job loss in the median scenario.
Augmentation Leverage
5/10

real support with low public-sector capture. Scheduling, college search, email drafts, classroom lessons, forms, and records can make the work faster, but school districts and caseload policy decide whether the counselor actually benefits.

Sources feeding this sub-component
ASCA State of the Profession → Reports workload and staffing conditions for school counselors.
Structural Moat
25/35

The protection comes from master's-level preparation, state education credentials or licensure, school accountability, and student-safety duties. The physical barrier is low, so the credential and legal responsibility carry the moat. National certification can add signal, but state authority is the hiring gate.

Sub-components
Physical & Environmental
2/10

a school office and student-support setting. The available physical data shows low hazard exposure, and the role is not physically heavy even though crisis response and student contact matter.

Sources feeding this sub-component
BLS Occupational Requirements Survey 2025 → Shows low hazard/noise/ladder exposure and a 40.9% license, certification, or registration row; many physical fields were unavailable.
Regulatory Moat
10/12

a state education credential or license, usually tied to graduate training. The credential barrier is real, but requirements, titles, and school-setting rules vary by state.

Sources feeding this sub-component
ASCA state requirements and programs → Shows state credential requirements for school counselors.
NBCC National Certified School Counselor → Shows the optional National Certified School Counselor credential.
Robotics Resistance
8/8

a non-physical school-support role. Robots are not the practical replacement channel for counseling, advising, or crisis accountability.

Sources feeding this sub-component
Credential Depth
5/5

The full 5 of 5 follows the master's-level school-counselor pathway plus state school-counselor licensure or certification.

Sources feeding this sub-component
O*NET Online - Educational, Guidance, and Career Counselors and Advisors → O*NET lists school and career counselors as Job Zone 5.
BLS Occupational Outlook Handbook - School and Career Counselors and Advisors → Lists master's-degree and state credential requirements.
Demand
15/25

Demand is budget-driven: student support needs are real, but district budgets, salary schedules, staffing ratios, and public funding decide hiring. The current growth row is modest, so the demand stays cautious. Administrative assignments and testing duties affect job quality as much as need.

Sub-components
Volume
5/10

Federal projections show 376.3K school-and-career-counselor jobs in 2024, 3.5% growth, and 31.0K annual openings. Annual openings are about 8.2% of the 2024 workforce.

Sources feeding this sub-component
Bureau of Labor Statistics Employment Projections → 376.3K jobs in 2024, 3.5% growth, and 31.0K annual openings.
Source Quality
6/8

The demand source is student support, crisis response, college and career planning, and school staffing needs are real, but district budgets and public salary schedules shape the demand signal.

Sources feeding this sub-component
Resilience
4/7

Demand is resilient but public-budget constrained. The work is credentialed and human, while salary schedules and inflation-adjusted wage pressure cap how strongly demand can translate into pay and hiring.

Sources feeding this sub-component
BLS OEWS May 2015 and May 2025 national wage tables → May 2015 national median $53,660; May 2025 national median $64,330 for the same detailed occupation.
Bureau of Labor Statistics Consumer Price Index data → Annual all-items consumer-price averages: 237.017 in 2015 and 321.943 in 2025; the 2015 median equals about $72,887 in 2025 dollars. Real growth is about -11.7%, so one wage-pressure reduction applies.
What would move the score
Scenario 1
Districts fund lower caseloads.

The result would improve if districts fund meaningfully lower caseloads and protect counseling time from testing or administrative spillover. The trigger is staffing and direct-student-time change across large districts, not a single grant. Staffing ratios and protected counseling blocks would be the evidence.

Direction
Up, meaningful
Components affected
Demand
Scenario 2
AI advising becomes district standard.

The result would weaken if AI advising becomes a district standard for routine course planning, college search, scheduling, and parent communication while counselor ratios stay high. Helpful tools alone would not be enough; staffing behavior has to change. The warning sign is district staffing behavior, not a better advising tool.

Direction
Down, modest
Components affected
Substitution Resistance
Scenario 3
State credential rules loosen.

State credential rules loosening would weaken the moat if large states allow non-credentialed staff or software-heavy advising to replace school counselors. A narrow alternative pathway would matter less than a broad change in school accountability. Credential rules would need to change who is accountable for students.

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