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Tier C Vanuatu · 2025

AI Job Risk in Vanuatu - Which Occupations Are Most at Risk?

The short answer: Clerical support workers score 8.5/10 - the highest AI exposure in Vanuatu.

Which jobs are most at risk from AI in Vanuatu? Clerical support workers leads at 8.5/10. Workforce average: 3.3/10. Data covers 145K workers. Free. Official government data.

Total Workforce
145K
workers tracked
Avg AI Exposure
3.3/10
workforce-weighted
Most Exposed
Clerical support workers
8.5/10
Safest Occupation
Elementary occupations
2.0/10
Informal Employment
70.8%
of workforce (ILO)

All Occupations Ranked by AI Exposure

10 ISCO-08 occupation groups · data year 2025 · 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 2K
2 Professionals 6.5/10 1.5/10 7.5/10 10K
1 Managers 5.5/10 1.5/10 7.0/10 3K
3 Technicians and associate professionals 5.5/10 3.5/10 4.5/10 4K
5 Service and sales workers 3.5/10 4.5/10 1.5/10 22K
6 Skilled agricultural, forestry and fishery workers 3.0/10 6.5/10 1.0/10 69K
8 Plant and machine operators and assemblers 3.0/10 7.5/10 1.0/10 4K
0 Armed forces occupations 2.5/10 3.0/10 1.0/10 0K
7 Craft and related trades workers 2.5/10 4.5/10 1.0/10 13K
9 Elementary occupations 2.0/10 5.5/10 0.5/10 18K

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.

Risk Velocity
3.8/10
Disruption delayed (7-12 years)
Recovery Resilience
3.4/10
Low resilience - workers at risk of being trapped
Sovereign Buffer
3.9/10
Weak buffer - mass displacement = crisis
Demographic Alignment
Entry-level job destroyer
Young population depends on entry-level jobs automation eliminates

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 Vanuatu?
Clerical support workers has the highest AI exposure score in Vanuatu at 8.5/10. This occupation involves routine information handling that current AI systems can perform effectively.
What is the average AI exposure score in Vanuatu?
The workforce-weighted average AI exposure score in Vanuatu is 3.3/10, covering 145K workers across 10 occupation groups. Each group is weighted by its share of total employment.
Which jobs are safest from AI in Vanuatu?
Elementary occupations has the lowest AI exposure score in Vanuatu at 2.0/10. These roles require physical presence or manual dexterity in unpredictable environments that current AI cannot automate at scale.
When will AI disruption arrive in Vanuatu?
Based on digital infrastructure readiness, Vanuatu scores 3.8/10 for AI Risk Velocity. Disruption delayed (7-12 years). This is derived from World Bank broadband and secure internet server data.
How well can Vanuatu's workforce adapt to AI disruption?
Vanuatu scores 3.4/10 for Workforce Recovery Capacity. Low resilience - workers at risk of being trapped. This combines the World Bank Human Capital Index on-the-job learning score and social protection coverage data.
Is automation good or bad for Vanuatu's workforce?
Vanuatu is classified as 'Entry-level job destroyer'. Young population depends on entry-level jobs automation eliminates. This is based on World Bank old-age dependency ratio and fertility rate data.
Where does the Vanuatu workforce data come from?
The Vanuatu data comes from: ILO ILOSTAT (CC BY 4.0). All data is from official government or intergovernmental sources and is freely available at worldjobsdata.com.
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