Occupation · 2026 assessment
School Principal
Leads a school and is accountable for education quality, staff, budget, child safety, parents and public authorities. AI can automate reporting and planning, but not leadership accountability.
How risk may change
Una stima previsionale, non uno scenario garantito.
19%2026
21%2028
24%2030
29%2035
Which tasks are exposed
Risk applies to individual tasks—not to a person or an entire occupation.
| Task | Risk |
|---|---|
| Collecting and transferring routine data | 37% |
| Preparing standard documents | 32% |
| Searching and classifying information | 28% |
| Rule-based verification | 24% |
| Analyzing recurring cases | 19% |
| Handling exceptions | 3% |
| Negotiation and alignment | 3% |
| Accountability for final decisions | 3% |
Task map
AI replaces ↔ AI augments
Each task is positioned by AI capability and the degree of human involvement still required.
Human advantage
Work with AI
Low technology impact
Automate
How much AI can perform the task →
How much a human is needed →
- 1Collecting and transferring routine dataAI 37% · human 86%
- 2Preparing standard documentsAI 32% · human 90%
- 3Searching and classifying informationAI 28% · human 84%
- 4Rule-based verificationAI 24% · human 91%
- 5Analyzing recurring casesAI 19% · human 91%
- 6Handling exceptionsAI 3% · human 94%
- 7Negotiation and alignmentAI 3% · human 94%
- 8Accountability for final decisionsAI 3% · human 93%
Why technology can change this work
- some information is already digital
- the work includes repeatable operations
- part of the output can be verified automatically
- technology lowers the cost of routine tasks
What protects the occupation
- accountability for outcomes
- non-standard decisions
- human context and trust
Italia · 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€3 600per month
2035€4 970scenario estimate
Find jobs · InfoJobs Italia ↗The partner link may contain referral parameters. Data benchmark: Eurostat ↗
Practical next step
Where to move next
Do not restart from zero: carry your experience forward and add scarce skills.
AI Literacy Instructor
Emerging roleNew role risk15%
AI Curriculum Architect
Emerging roleNew role risk16%
Adaptive Learning Designer
Emerging roleNew role risk18%
AI Tutor Supervisor
Emerging roleNew role risk22%
Vocal Education Methodologist
Established resilient roleNew role risk20%
Educational Psychologist
Established resilient roleNew role risk15%
Job search and transitions
Find work with a lower risk index
Compare adjacent paths and open a current search for the selected occupation.
AI Literacy Instructor
Skill fit 89% · risk 15%
Search jobs ↗AI Curriculum Architect
Skill fit 87% · risk 16%
Search jobs ↗Adaptive Learning Designer
Skill fit 85% · risk 18%
Search jobs ↗AI Tutor Supervisor
Skill fit 83% · risk 22%
Search jobs ↗Vocal Education Methodologist
Skill fit 81% · risk 20%
Search jobs ↗Educational Psychologist
Skill fit 64% · risk 15%
Search jobs ↗Skills you already have
- domain expertise
- communication
- quality control
- process understanding
Skills to build
- AI tools
- data analytics
- process automation
- AI output verification
CurrentSchool Principal · 19%
→
Keepdomain expertise · communication · quality control
→
AddAI tools · data analytics · process automation
Sources and update
Aggiornato: 2026-09-27 · Assessment confidence: High
International Labour Organization · 2025Generative AI and Jobs: A Refined Global Index of Occupational Exposure
Около 30 000 задач; глобальная оценка воздействия GenAI по детализированным группам профессий.
World Economic Forum · 2025The Future of Jobs Report 2025
Опрос более 1 000 работодателей, представляющих свыше 14 млн работников в 55 экономиках.
O*NET Resource Center · 2026O*NET Database
Структура профессий, задач, навыков и рабочих контекстов.