Community and Social Service · United States (national)
Educational, Guidance, and Career Counselors and Advisors
How exposed this work is to automation, shown as ranges with the reasoning and sources.
The short version: this role is less exposed to automation, and a near-term shift looks unlikely.
It is a sourced range, not a verdict, and the detail is below.
Built on O*NET tasks, BLS pay and projections, and peer-reviewed AI-exposure research. Sources shown.
Data snapshot SNAPSHOT-2026-11-06. How it works
AI / softwarerange 20.5 to 44.5
Physical / roboticsrange 3.2 to 27.2
When the change is likely
Largely unaffectedlocal demand growing
What to do about it
Use AI to outpace AI.
Strategies to protect your livelihood, most important first.
1
Stay sharp; urgency is low
This role looks durable. Keep your skills current and watch for shifts in your field.
2
Pivot toward Child, Family, and School Social Workers
It is skill-adjacent and less exposed (30.0 vs 32). A lateral move now beats a forced one later.
3
Build a financial buffer
Keep 6 to 12 months of expenses and diversify your income, so a disruption is a setback rather than a catastrophe.
4
Add a recognised credential
A certification or license raises the bar against automation and signals value in a tightening market.
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Which of my tasks are exposed
Maintain accurate and complete student records as required by laws, district policies, and administrative regulations.
50.0
Counsel students regarding educational issues, such as course and program selection, class scheduling and registration, school adjustment, truancy, study habits, and career planning.
100.0
Provide crisis intervention to students when difficult situations occur at schools.
100.0
Counsel individuals or groups to help them understand and overcome personal, social, or behavioral problems affecting their educational or vocational situations.
32.5
Review transcripts to ensure that students meet graduation or college entrance requirements, and write letters of recommendation.
50.0
Prepare students for later educational experiences by encouraging them to explore learning opportunities and to persevere with challenging tasks.
100.0
Refer students to outside counseling services.
32.5
Refer students to degree programs based on interests, aptitudes, or educational assessments.
50.0
Longer, orange bars are more automatable; short green bars are resistant.
What is driving my result
lowers risk
raises risk
Task: Counsel students regarding educational issues, such as course and program selection, class scheduling and registration, school adjustment, truancy, study habits, and career planning.
Task: Provide crisis intervention to students when difficult situations occur at schools.
Local demand is growing
Lower-risk adjacent roles
Child, Family, and School Social Workers
30.0
A full, ranked mitigation plan is part of the paid tiers.
How this score is calculated
Map Educational, Guidance, and Career Counselors and Advisors to its standard O*NET task list (8 core tasks).
Score each task for AI/software exposure (Eloundou et al. 2023) and physical/robotics exposure (an O*NET work-context proxy), each 0 to 100.
The two axis scores are the task averages: AI 32.5, robotics 15.2.
The timeline comes from the higher axis (32.5), shifted for local demand (growing), and seniority. It is read against your remaining working years.
Ranges are about ±12 points. A backtest against real BLS employment change shows the risk ranking holds in aggregate, but individual outcomes are predicted weakly, so results are ranges, never a flat verdict.
Sources: O*NET, Eloundou et al. (2023), GPTs are GPTs, O*NET Work Context, BLS CPI-U, BLS OEWS.
Snapshot SNAPSHOT-2026-11-06. Full method and backtest on How it works.