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Occupation · 2026 assessment

Guverner

Guverner is an occupation responsible for teaching and learner development, programme adaptation and assessment of actual progress. The profile assesses automation of individual tasks rather than disappearance of the whole occupation.

Low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

37%2026
40%2028
44%2030
50%2035

Which tasks are exposed

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

TaskRisk
Creating explanations and learning materials58%
Grading standard assignments58%
Selecting exercises for a learner's level47%
Managing schedules, reporting and learning analytics53%
Live feedback, motivation and group facilitation11%
Accountability for learner safety and development6%

Task map

AI replaces ↔ AI augments

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

  1. 1Creating explanations and learning materialsAI 58% · human 68%
  2. 2Grading standard assignmentsAI 58% · human 72%
  3. 3Selecting exercises for a learner's levelAI 47% · human 66%
  4. 4Managing schedules, reporting and learning analyticsAI 53% · human 76%
  5. 5Live feedback, motivation and group facilitationAI 11% · human 82%
  6. 6Accountability for learner safety and developmentAI 6% · human 93%

Why technology can change this work

  • AI creates explanations, exercises and assessments
  • adaptive systems select pace and difficulty
  • scheduling, reporting and some grading can be automated

What protects the occupation

  • motivation, mentorship and live feedback
  • understanding an individual learner's condition
  • a large share of value comes from human judgement, trust or personal accountability
  • 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$5 850per month
2035$7 900scenario estimate
2026: $5 85020262027: $6 05020272028: $6 25020282029: $6 45020292030: $6 70020302031: $6 90020312032: $7 15020322033: $7 40020332034: $7 65020342035: $7 9002035
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.

AI Literacy Instructor

Emerging role
New role risk15%
DemandHighDifficultyLowTime3–6 monthsSkill fit89%

AI Tutor Supervisor

Emerging role
New role risk22%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Vocal Education Methodologist

Established resilient role
New role risk20%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Educational Psychologist

Established resilient role
New role risk15%
DemandHighDifficultyMediumTime6–12 monthsSkill fit66%

Future of Work Analyst

Emerging role
New role risk28%
DemandHighDifficultyMediumTime6–12 monthsSkill fit60%

AI Adoption Coach

Emerging role
New role risk19%
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

  • clear explanation
  • learning assessment
  • group attention management
  • feedback

Skills to build

  • hybrid learning
  • AI-assisted curriculum design
  • AI-content validation
  • learning analytics
CurrentGuverner · 37%
→
Keepclear explanation · learning assessment · group attention management
→
Addhybrid learning · AI-assisted curriculum design · AI-content validation

Sources and update

Updated: 2026-09-26 · Assessment confidence: Medium

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.