25-9099.00
Educational Instruction and Library Workers, All Other
All educational instruction and library workers not listed separately.
AI will partially reshape this role
Safer than 56% of occupations we track
Disruption Vector
Human-Centric
This occupation relies heavily on human judgment, empathy, creativity, or physical dexterity that remains beyond current AI capabilities.
Educational Instruction and Library Workers in catch-all roles—library technicians, tutors, education aides—face mixed AI exposure. Library technicians see AI-automated cataloging and reference query handling through tools like OCLC's AI enhancements. Tutoring is increasingly being augmented by AI tutoring platforms (Khanmigo, Varsity Tutors AI). Human tutors and aides focused on motivation, social-emotional learning support, and hands-on assistance maintain clear value through 2027, but routine informational and cataloging tasks face significant automation.
Salary & Job Outlook
AI Risk Timeline
Projection model: Based on current AI capability growth rates. High-risk occupations are projected to see compounding automation pressure, while human-centric roles show slower risk accumulation. These are statistical projections, not guarantees.
Skills Analysis — AI Vulnerability
Career Pivot Paths
If you're a Educational Instruction and Library Workers, All Other, consider pivoting toward these lower-risk roles:
Share Your Results
amicooked-five.vercel.app
Educational Instruction and Library Workers, All Other
"Safe-ish. AI is your coworker, not your replacement. Yet."
Tweet preview
I just checked if I'm cooked as a Educational Instruction and Library Workers, All Other 🤖 AI risk score: 5.5/10 — Moderate Risk "Safe-ish. AI is your coworker, not your replacement. Yet." Check yours 👇 https://amicooked-five.vercel.app/results/25-9099.00 #AmICooked #AI #FutureOfWork
Your score badge
AM I COOKED?
/ 10
amicooked-five.vercel.app
Screenshot this card to share on Instagram or TikTok 📸
You're safer than a Outdoor Power Equipment and Other Small Engine Mechanics but riskier than a Middle School Teachers, Except Special and Career/Technical Education.
This analysis is for informational purposes only and is based on statistical models and academic research. It does not constitute career advice and is not a guarantee of future employment outcomes. AI impact varies significantly by employer, region, and individual circumstances. Learn about our methodology →