Dashboard/Education Sector Displacement by 2030

Job DisplacementBy 2030

Education Sector Displacement by 2030

13%+3pp / 13mo

Confidence range: 8% to 20%

13% of education support roles face displacement from AI. This includes tutoring, grading, content creation, and administration — but notably not core teaching, which remains among the least automatable occupations. The collapse of companies like Chegg (subscribers down 50% due to ChatGPT) signals how quickly AI can disrupt adjacent education services even while classroom teaching persists.

Best estimate from IMF (Jaumotte et al.) (Verified Data & Research)

Most AI-and-jobs claims come from journalism or social media. Toggle to to see what the rigorous evidence actually says.

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How This Prediction Has Evolved

Each data point is from a different source. Dots are color-coded by evidence tier.

Sources (12)

McKinsey: 12 Million US Workers Will Need to Transition Occupations by 2030
McKinsey Global InstituteJan 15, 2026News

McKinsey estimates 12 million US workers will need to transition occupations by 2030, with education support staff among the affected groups requiring reskilling.

Bridging Skill Gaps for the Future: New Jobs Creation in the AI Age
IMF (Jaumotte et al.)Jan 15, 2026Research

Around 40% of global employment is exposed to AI; in advanced economies 60%. Demand for new skills is rising with 10% of jobs in advanced economies requiring at least one new skill.

Future of Jobs Report 2025: Education Sector Analysis
World Economic ForumDec 1, 2025Institutional

Education support roles face moderate displacement risk while core teaching remains protected. Administrative and content creation roles most affected by AI adoption.

Occupational Outlook: Education, Training, and Library
Bureau of Labor StatisticsJul 15, 2025Research

Teacher aide and educational support employment projected to decline 3%. Post-secondary teacher demand flat. Private tutoring category declining.

Gartner Predicts AI Will Replace 20% of EdTech Workforce by 2028
GartnerMay 1, 2025Institutional

Content creation, assessment grading, and student support roles are the most affected. Core teaching remains largely protected.

Pearson plc 2024 Annual Report — AI Strategy
Pearson plcMar 1, 2025Research

Pearson pivoted to AI-first content delivery, reducing editorial headcount by 18% while growing AI-generated adaptive learning content 300%.

OECD Education at a Glance 2025: AI and Teaching
OECDJan 20, 2025Research

Teaching roles are among the least automatable (15% task exposure), but education support staff, administration, and tutoring face 30-40% task displacement.

AI Is Already Reshaping the Academic Workforce
The Chronicle of Higher EducationOct 15, 2024News
Chegg Q2 2024 Earnings — ChatGPT Impact on Tutoring Market
Chegg (Earnings Report)Jul 1, 2024Research

Chegg subscribers fell 50% from peak as students shifted to ChatGPT. Company laid off 23% of workforce, citing AI as primary competitive threat.

AI Tutors and the Future of Education Labor
Harvard Graduate School of EducationMar 20, 2024Research

AI tutoring achieves 98% of human tutor effectiveness for math and science. Private tutoring market projected to contract 25% by 2028.

The Promise and Peril of AI in K-12 Education
RAND CorporationNov 15, 2023Institutional

AI grading tools can assess 80% of student work types. Administrative roles in K-12 face 15-20% reduction from automation.

Guidance for Generative AI in Education and Research
UNESCOSep 7, 2023Institutional

AI tutoring systems can handle 60% of routine student queries. Teaching assistants and tutors face the most immediate displacement risk.