All Occupations Ranked by AI Exposure
10 ISCO-08 occupation groups · data year 2022 · Tier C ILO employment data with gender breakdown and time-series 2010–2025
| ISCO | Occupation Group | AI Exposure | Robotics Risk | WFH Potential | Employment |
|---|---|---|---|---|---|
| 4 | Clerical support workers | 8.5/10 | 2.5/10 | 8.5/10 | 10K |
| 2 | Professionals | 6.5/10 | 1.5/10 | 7.5/10 | 28K |
| 1 | Managers | 5.5/10 | 1.5/10 | 7.0/10 | 2K |
| 3 | Technicians and associate professionals | 5.5/10 | 3.5/10 | 4.5/10 | 7K |
| 5 | Service and sales workers | 3.5/10 | 4.5/10 | 1.5/10 | 115K |
| 6 | Skilled agricultural, forestry and fishery workers | 3.0/10 | 6.5/10 | 1.0/10 | 282K |
| 8 | Plant and machine operators and assemblers | 3.0/10 | 7.5/10 | 1.0/10 | 19K |
| 0 | Armed forces occupations | 2.5/10 | 3.0/10 | 1.0/10 | 7K |
| 7 | Craft and related trades workers | 2.5/10 | 4.5/10 | 1.0/10 | 45K |
| 9 | Elementary occupations | 2.0/10 | 5.5/10 | 0.5/10 | 197K |
AI/robotics/WFH scores are research-based estimates (Frey-Osborne, OECD, IMF 2024), not official statistics. Hover occupation name for rationale. Employment from: ILO ILOSTAT (CC BY 4.0).
AI Disruption Context
World Bank indicators showing when disruption will arrive and how resilient the workforce is.
Source: World Bank Open Data (CC BY 4.0) - IT.NET.BBND.P2, IT.NET.SECR.P6, HD_HCIP_OTJL_TO, SP social protection indicators.
Frequently Asked Questions
Which job is most at risk from AI in Guinea-Bissau?
What is the average AI exposure score in Guinea-Bissau?
Which jobs are safest from AI in Guinea-Bissau?
When will AI disruption arrive in Guinea-Bissau?
How well can Guinea-Bissau's workforce adapt to AI disruption?
Is automation good or bad for Guinea-Bissau's workforce?
Where does the Guinea-Bissau workforce data come from?
We publish country analyses weekly. See what is live →
Get notified when Guinea-Bissau data updates
One email when new country data drops or a country analysis publishes. No spam.
Compare Guinea-Bissau with Other Countries
Explore how AI exposure, wages and workforce composition differ across the world.
Open Guinea-Bissau in the interactive tool → · Browse all 206 countries →