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Occupation · 2026 assessment

AI Literacy Instructor

Emerging role

An emerging specialist who combines domain expertise with technology in AI deployment and operations. The role focuses on framing tasks, validating outputs, managing risk and taking responsibility for deployment in the real world.

Why this role is emerging: An emerging role at the intersection of AI deployment and operations. It is developing as organizations deploy AI, autonomous systems and robotics; the scope will evolve with practice and regulation.
Very low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

15%2026
22%2028
30%2030
41%2035

Which tasks are exposed

Risk applies to individual tasks—not to a person or an entire occupation.

TaskRisk
Creating lesson plans and learning materials38%
Grading standard exercises and tests37%
Personal feedback and learner motivation3%
Creating explanations and learning materials38%
Grading standard assignments38%
Selecting exercises for a learner's level29%
Managing schedules, reporting and learning analytics34%
Live feedback, motivation and group facilitation3%

Task map

AI replaces ↔ AI augments

Each task is positioned by AI capability and the degree of human involvement still required.

  1. 1Creating lesson plans and learning materialsAI 38% · human 78%
  2. 2Grading standard exercises and testsAI 37% · human 76%
  3. 3Personal feedback and learner motivationAI 3% · human 94%
  4. 4Creating explanations and learning materialsAI 38% · human 81%
  5. 5Grading standard assignmentsAI 38% · human 85%
  6. 6Selecting exercises for a learner's levelAI 29% · human 79%
  7. 7Managing schedules, reporting and learning analyticsAI 34% · human 89%
  8. 8Live feedback, motivation and group facilitationAI 3% · human 91%

Why technology can change this work

  • tools automate data preparation, experiments and parts of modelling
  • personal AI tutors can repeatedly explain material and check standard answers
  • AI creates explanations, exercises and assessments
  • adaptive systems select pace and difficulty
  • scheduling, reporting and some grading can be automated

What protects the occupation

  • choosing the right objective, data and model-quality criteria
  • live diagnosis of learner understanding, motivation and condition
  • a large share of value comes from human judgement, trust or personal accountability
  • motivation, mentorship and live feedback
  • understanding an individual learner's condition
  • group dynamics, safety and responsibility for development

United States · before tax

Average pay and outlook

Estimated nominal monthly pay. The scenario reflects sector, demand and task resilience; it is not a guarantee of income.

2026$7 400per month
2035$11 500scenario estimate
2026: $7 40020262027: $7 75020272028: $8 15020282029: $8 55020292030: $9 00020302031: $9 45020312032: $9 95020322033: $10 45020332034: $10 95020342035: $11 5002035
Find jobs ↗The partner link may contain referral parameters. Data benchmark: U.S. Bureau of Labor Statistics ↗

Practical next step

Where to move next

Do not restart from zero: carry your experience forward and add scarce skills.

Teacher

Established resilient role
New role risk23%
DemandHighDifficultyLowTime3–6 monthsSkill fit89%

AI Adoption Coach

Emerging role
New role risk19%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

AI Curriculum Architect

Emerging role
New role risk16%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Adaptive Learning Designer

Emerging role
New role risk18%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

AI Tutor Supervisor

Emerging role
New role risk22%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Vocal Education Methodologist

Established resilient role
New role risk20%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Job search and transitions

Find work with a lower risk index

Compare adjacent paths and open a current search for the selected occupation.

Skills you already have

  • data work
  • hypothesis testing
  • model-quality evaluation
  • learning-path design
  • learner motivation
  • clear explanation

Skills to build

  • AI-system evaluation
  • model-behavior monitoring
  • AI governance
  • AI-tutor supervision
  • hybrid lesson design
  • hybrid learning
CurrentAI Literacy Instructor · 15%
→
Keepdata work · hypothesis testing · model-quality evaluation
→
AddAI-system evaluation · model-behavior monitoring · AI governance

Sources and update

Updated: 2026-09-25 · Assessment confidence: Low

International Labour Organization · 2025Generative AI and Jobs: A Refined Global Index of Occupational Exposure

Nearly 30,000 tasks; a global assessment of GenAI exposure across detailed occupational groups.

World Economic Forum · 2025The Future of Jobs Report 2025

A survey of more than 1,000 employers representing over 14 million workers across 55 economies.

O*NET Resource Center · 2026O*NET Database

Occupational, task, skill and work-context structure.