Occupation · 2026 assessment

Human-AI Collaboration Designer

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.
How risk may change

Una stima previsionale, non uno scenario garantito.

25%2026
31%2028
38%2030
47%2035

Which tasks are exposed

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

TaskRisk
Collecting and transferring routine data43%
Preparing standard documents38%
Searching and classifying information34%
Rule-based verification30%
Analyzing recurring cases25%
Handling exceptions8%
Negotiation and alignment3%
Accountability for final decisions3%

Task map

AI replaces ↔ AI augments

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

  1. 1Collecting and transferring routine dataAI 43% · human 79%
  2. 2Preparing standard documentsAI 38% · human 82%
  3. 3Searching and classifying informationAI 34% · human 77%
  4. 4Rule-based verificationAI 30% · human 84%
  5. 5Analyzing recurring casesAI 25% · human 83%
  6. 6Handling exceptionsAI 8% · human 87%
  7. 7Negotiation and alignmentAI 3% · human 91%
  8. 8Accountability for final decisionsAI 3% · human 87%

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 610per month
2035€5 190scenario estimate
2026: €3 61020262027: €3 76020272028: €3 91020282029: €4 07020292030: €4 24020302031: €4 42020312032: €4 60020322033: €4 79020332034: €4 99020342035: €5 1902035
Find jobs · InfoJobs Italia ↗The partner link may contain referral parameters. Data benchmark: Eurostat ↗

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

  • domain expertise
  • communication
  • quality control
  • process understanding

Skills to build

  • AI tools
  • data work
  • model output validation
  • ethics and safety
  • domain expertise
CurrentHuman-AI Collaboration Designer · 25%
→
Keepdomain expertise · communication · quality control
→
AddAI tools · data work · model output validation

Sources and update

Aggiornato: 2026-09-27 · Assessment confidence: Low

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.