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from official sources.

Each post is built on government employment data - BLS, Eurostat, ONS, ABS, ILO. No guesswork, no projections dressed as facts.

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🇺🇸 United States · June 2, 2026 · BLS data
Which US Jobs Are Most at Risk from AI in 2026?
Clerical and administrative workers score 8.5/10 on AI exposure - the highest of any broad occupation group. Over 16.5 million Americans work in jobs scoring 7 or above. We ranked all 341 BLS occupations.
8.5
Peak AI score
10.0
Risk velocity
143M
Workers
$82,933
Avg wage
341 occupations · 8 min read · BLS OOH
Read analysis →
All analyses
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🇩🇪
Germany - The Highest AI Score in the Dataset (9.0/10)
Jun 8, 2026 · 42.1M workers · Eurostat SES · 7 min
9.0
Peak AI
 🇬🇧
United Kingdom - Clerical Workers Most Exposed
Jun 4, 2026 · 34.1M workers · ONS ASHE · 7 min
8.5
Peak AI
 🇦🇺
Australia - 17 Million Workers, Full Data
Jun 6, 2026 · 17.0M workers · ABS EEH · 6 min
8.5
Peak AI
 🇨🇦
Canada - Remote-First Economy, High AI Exposure
Jun 10, 2026 · 18.7M workers · Statistics Canada · 7 min
8.5
Peak AI
 🇫🇷
France - 28.8M Workers, 9.0/10 Clerks
Jun 19, 2026 · 28.8M workers · INSEE DADS · 7 min
9.0
Peak AI
 🇯🇵
Japan - Robotics vs AI, 70.5M Workers Full Data
Jun 18, 2026 · 70.5M workers · MHLW BSS · 8 min
8.5
Peak AI
 🇮🇳
India - 476M Workers, Lowest Velocity in Dataset
Jun 18, 2026 · 476.6M workers · ILO ILOSTAT · 9 min
8.0
Peak AI
 🇰🇷
South Korea - 28.8M Workers, High Robotics Too
Jun 20, 2026 · 28.8M workers · KOSIS · 8 min
8.5
Peak AI
 🇧🇷
Brazil - 102M Workers, Service Sector Most Exposed
Jun 19, 2026 · 102.1M workers · IBGE PNAD · 8 min
8.0
Peak AI
 🇮🇹
Italy - 24.1M Workers, Southern Europe Analysis
Jun 20, 2026 · 24.1M workers · Eurostat SES · 7 min
9.0
Peak AI
 🇪🇸
Spain - 22.2M Workers, Tourism vs Tech Divide
Jun 20, 2026 · 22.2M workers · Eurostat/INE · 7 min
9.0
Peak AI
 🇮🇩
Indonesia - 139M Workers, Agriculture Buffers Risk
Jun 21, 2026 · 139.2M workers · ILO ILOSTAT · 8 min
8.0
Peak AI
 🇳🇱
Netherlands - 9.8M Workers, Europe's Highest Avg
Jun 21, 2026 · 9.8M workers · Eurostat SES · 7 min
9.0
Peak AI
 🇦🇪
UAE - Finance Hub Faces 8.5/10 Clerical AI Risk
Jun 22, 2026 · 5.4M workers · ILO/UAE FCSA · 8 min
8.5
Peak AI
 🇸🇦
Saudi Arabia - Vision 2030 vs AI Disruption
Jun 22, 2026 · 15.8M workers · GASTAT · 8 min
8.5
Peak AI
 🇸🇪
Sweden - Nordic Model Meets Automation Risk
Jun 23, 2026 · 5.3M workers · Eurostat SES · 7 min
9.0
Peak AI
 🇨🇭
Switzerland - Highest Wages, Highest AI Exposure
Jun 23, 2026 · 4.6M workers · FSO SES · 7 min
9.0
Peak AI
 🇿🇦
South Africa - 12.7M Workers, Inequality and Automation
Jun 24, 2026 · 12.7M workers · Stats SA QLFS · 8 min
8.5
Peak AI
 🇳🇬
Nigeria - 71M Workers, Infrastructure Limits AI Timeline
Jun 24, 2026 · 71.4M workers · ILO ILOSTAT · 8 min
8.0
Peak AI
 🇵🇭
Philippines - 47M Workers, BPO Sector at Risk
Jun 25, 2026 · 47.2M workers · PSA LFS · 8 min
8.0
Peak AI
 🇲🇾
Malaysia - 15.6M Workers, Southeast Asia Tech Hub
Jun 25, 2026 · 15.6M workers · DOSM LFS · 8 min
8.5
Peak AI
 🇵🇰
Pakistan - 77M Workers, Agriculture Dominates Risk
Jun 26, 2026 · 77.6M workers · ILO ILOSTAT · 7 min
8.0
Peak AI
 🇧🇩
Bangladesh - 68M Workers, Garment Industry Faces Robotics
Jun 26, 2026 · 68.4M workers · ILO ILOSTAT · 7 min
8.0
Peak AI
 🇦🇷
Argentina - 20.8M Workers, Tech Exports vs Informal Economy
Jun 27, 2026 · 20.8M workers · INDEC EPH · 7 min
8.0
Peak AI
 🇲🇽
Mexico - 59M Workers, Nearshoring Boom Meets AI Risk
Jun 27, 2026 · 59.0M workers · INEGI ENOE · 8 min
8.0
Peak AI
 🇨🇳
China - 740M Workers, State-Led AI Strategy
Jun 27, 2026 · 740.0M workers · NBS CNBS · 9 min
8.5
Peak AI
 🌐
US vs the World - AI Job Risk Compared Across 206 Countries
Jun 17, 2026 · Global comparison · ILO + BLS · 10 min
206
Countries
 🇻🇳
Vietnam - 53.7M Workers, Two-Speed AI and Robotics Disruption
Jul 3, 2026 · 53.7M workers · ILO ILOSTAT / MOLISA · 8 min
3.27
Avg AI
 🇹🇭
Thailand - 39.7M Workers, Agriculture and Tourism Face Disruption
Jul 3, 2026 · 39.7M workers · ILO ILOSTAT / NSO Thailand · 8 min
3.58
Avg AI
 🇵🇱
Poland - 17.1M Workers, Europe's Highest AI Exposure at 5.04/10
Jul 3, 2026 · 17.1M workers · Eurostat / GUS Poland · 9 min
5.04
Avg AI
 🇹🇷
Turkiye - 32.4M Workers, Low Resilience Meets High AI Risk
Jul 3, 2026 · 32.4M workers · Eurostat / TURKSTAT · 8 min
4.11
Avg AI
 🇵🇹
Portugal - 5.2M Workers, Tourism Paradox and Lisbon Tech Hub
Jul 5, 2026 · 5.2M workers · Eurostat / INE · 8 min
4.88
Avg AI
 🇧🇪
Belgium - 5.0M Workers, EU Capital Effect Pushes Exposure to 5.31/10
Jul 5, 2026 · 5.0M workers · Eurostat / Statbel · 8 min
5.31
Avg AI
 🇦🇹
Austria - 4.5M Workers, Vienna UN Hub and Alpine Tourism Buffer
Jul 5, 2026 · 4.5M workers · Eurostat / Statistik Austria · 8 min
5.09
Avg AI
 🇩🇰
Denmark - 3.0M Workers, Flexicurity Meets AI Disruption
Jul 5, 2026 · 3.0M workers · Eurostat / Danmarks Statistik · 8 min
5.13
Avg AI
 🇫🇮
Finland - 2.6M Workers, Knowledge Economy Faces AI Disruption
Jul 8, 2026 · 2.6M workers · Eurostat / Tilastokeskus · 9 min
4.91
Avg AI
 🇳🇴
Norway - 2.9M Workers, Oil Wealth Cannot Shield Jobs from AI
Jul 8, 2026 · 2.9M workers · ILO ILOSTAT / SSB · 9 min
4.97
Avg AI
 🇮🇪
Ireland - 2.8M Workers, Silicon Docks Drives Highest EU AI Exposure
Jul 8, 2026 · 2.8M workers · CSO Ireland · 9 min
5.11
Avg AI
 🇳🇿
New Zealand - 2.6M Workers, Trades Stability in a High-Exposure Economy
Jul 8, 2026 · 2.6M workers · Stats NZ · 9 min
5.32
Avg AI
 🇮🇱
Israel - 4.1M Workers, Start-Up Nation Faces Above-Average AI Exposure
Jul 8, 2026 · 4.1M workers · CBS Israel · 9 min
5.08
Avg AI
 🇨🇱
Chile - 9.4M Workers, Copper Economy and Formal Sector AI Exposure
Jul 8, 2026 · 9.4M workers · INE Chile + OECD · 9 min
4.21
Avg AI
 🇨🇴
Colombia - 23.8M Workers, BPO Sector Faces High AI Exposure
Jul 9, 2026 · 23.8M workers · ILO ILOSTAT / DANE · 9 min
3.85
Avg AI
 🇵🇪
Peru - 17.8M Workers, 70% Informal Employment Buffers AI Risk
Jul 9, 2026 · 17.8M workers · ILO ILOSTAT / INEI · 9 min
3.55
Avg AI
 🇰🇪
Kenya - 16.8M Workers, Agricultural Economy Shields Against AI
Jul 9, 2026 · 16.8M workers · ILO ILOSTAT / KNBS · 9 min
3.25
Avg AI
 🇬🇭
Ghana - 48.4M Workers, Agriculture Dominates AI Risk Profile
Jul 9, 2026 · 48.4M workers · ILO ILOSTAT / GSS · 9 min
3.39
Avg AI
 🇪🇹
Ethiopia - 36.6M Workers, Africa's Lowest AI Exposure at 2.94/10
Jul 9, 2026 · 36.6M workers · ILO ILOSTAT / ESS · 9 min
2.94
Avg AI
 🇲🇦
Morocco - 9.4M Workers, BPO Sector and Low Recovery Resilience
Jul 9, 2026 · 9.4M workers · ILO ILOSTAT / HCP · 9 min
3.14
Avg AI
 🇹🇿
Tanzania - 31M Workers, 90.8% Informality Buffers Near-Term AI Risk
Jul 9, 2026 · 31M workers · ILO ILOSTAT / NBS · 9 min
2.85
Avg AI
 🇺🇬
Uganda - 18M Workers, 60% Agricultural Share Anchors Lowest-Risk Profile
Jul 9, 2026 · 18M workers · ILO ILOSTAT / UBOS · 9 min
3.14
Avg AI
 🇨🇲
Cameroon - 9.3M Workers, Douala Finance Hub Faces AI Pressure
Jul 9, 2026 · 9.3M workers · ILO ILOSTAT / INS · 9 min
3.82
Avg AI
 🇨🇮
Cote d'Ivoire - 11.5M Workers, Cocoa Economy and Abidjan Finance Sector
Jul 9, 2026 · 11.5M workers · ILO ILOSTAT / INS · 9 min
3.32
Avg AI
 🇩🇿
Algeria - 10.2M Workers, Hydrocarbon Economy and Large Formal Sector
Jul 9, 2026 · 10.2M workers · ILO ILOSTAT / ONS · 9 min
3.82
Avg AI
 🇹🇳
Tunisia - 5.4M Workers, Lowest Recovery Resilience Raises AI Displacement Risk
Jul 9, 2026 · 5.4M workers · ILO ILOSTAT / INS · 9 min
3.61
Avg AI
 🇪🇬
Egypt - 30M Workers, Africa's Largest Arab Workforce
Jun 28, 2026 · 30.2M workers · ILO/CAPMAS · 8 min
3.89
Avg AI
 🇯🇴
Jordan - 2.86M Workers, Amman IT Hub and Gulf Remittance Exposure
Jul 10, 2026 · 2.86M workers · DoS Jordan LFS 2024 · 9 min
3.81
Avg AI
 🇱🇧
Lebanon - 1.58M Workers, Economic Collapse Reframes AI Risk
Jul 11, 2026 · 1.58M workers · CAS Lebanon LFS 2019 · 9 min
3.93
Avg AI
 🇮🇶
Iraq - 8.46M Workers, Oil State Economy and Reconstruction
Jul 11, 2026 · 8.46M workers · CSO Iraq LFS 2021 · 9 min
3.77
Avg AI
 🇰🇼
Kuwait - 2.5M Workers, Kafala Economy and KIA $750B SWF
Jul 11, 2026 · 2.5M workers · CSB Kuwait 2016 · 9 min
3.56
Avg AI
 🇶🇦
Qatar - 2.24M Workers, Highest Gulf Batch AI Score, QIA $450B+ SWF
Jul 11, 2026 · 2.24M workers · PSA Qatar LFS 2024 · 9 min
4.12
Avg AI
 🇴🇲
Oman - 1.12M Workers, Omanisation Policy Meets AI Automation Pressure
Jul 11, 2026 · 1.12M workers · NCSI Oman 2008 · 9 min
3.89
Avg AI
 🇸🇬
Singapore - SEA's Highest AI Exposure at 5.62/10
Jun 28, 2026 · 3.7M workers · ILO/MOM · 8 min
5.62
Avg AI
 🌐
AI and the Labour Shortage: Why Aging Economies Need Automation to Survive
Jul 1, 2026 · Global analysis · IMF, ILO, Bertelsmann · 10 min
1.2
Japan TFR
 🌐
Which Occupations Have the Highest AI Exposure Score? A 34-Country Comparison
Jul 1, 2026 · 34 countries · ILO ISCO-08 · 12 min
9.0
Peak score
 🌐
The Safest Jobs from AI in 2026: Evidence from 33 Countries
Jul 3, 2026 · Global analysis · ILO, WHO, ABC · 11 min
2.0
Lowest AI score
 🌐
What Happens to the World's 800 Million Clerical Workers When AI Arrives
Jul 3, 2026 · Global analysis · Anthropic, ILO · 12 min
9.0
Clerk AI score
 🌐
Which Countries Will Feel AI Disruption First: Risk Velocity Ranked
Jul 4, 2026 · Global analysis · ITU, IMF, OECD · 11 min
10.0
Peak velocity
 🛠
Why Trades Workers Are Safe from AI in Every Country We Measured
Jul 4, 2026 · Global analysis · ILO, ABC, CITB, BLS · 10 min
2.5
ISCO 7 AI score
 🌐
The 61-Point Gap: Why AI Can Do Your Job But Isn't Yet
Jul 5, 2026 · Global analysis · Anthropic, ILO · 12 min
61pts
ICT gap
 🌐
Why Agricultural Workers Are the World's Most AI-Proof Workforce
Jul 5, 2026 · Global analysis · ILO, FAO · 10 min
3.0
Ag AI score
 🌐
Clerks vs Care Workers: The Widest AI Exposure Gap in the Global Workforce
Jul 6, 2026 · Global analysis · ILO, Anthropic, BLS · 11 min
9.0
Highest AI score
 🌐
Europe vs Asia: Who Has the Higher AI Job Risk
Jul 6, 2026 · Global analysis · ILO, Eurostat, OECD · 13 min
5.08
Europe avg AI
 🇺🇸
What Anthropic's AI Jobs Report Actually Says
Jul 7, 2026 · US analysis · Anthropic, BLS, CPS · 11 min
800
Occupations
 🇺🇸
Why High-Paid, Educated Workers Face the Most AI Risk in America
Jul 7, 2026 · US analysis · Anthropic, BLS · 10 min
+47%
Earnings gap
 🇮🇷
Iran - 24.07M Workers, Sanctions Delay AI 7-12 Years, Sovereign Buffer 9.0/10
Jul 14, 2026 · 24.07M workers · SCI LFS 2024 / ILO ILOSTAT · 8 min
3.71
Avg AI
 🇺🇦
Ukraine - 14.98M Workers, Highest Eastern Europe Exposure at 4.63/10 (2021 Pre-Invasion Data)
Jul 14, 2026 · 14.98M workers · SSSU LFS 2021 / ILO ILOSTAT · 8 min
4.63
Avg AI
 🇷🇴
Romania - 7.69M Workers, Bucharest Tech Hub Drives 4.26/10 Exposure
Jul 14, 2026 · 7.69M workers · Eurostat lfsa_egai2d 2025 / INS · 8 min
4.26
Avg AI
 🇭🇺
Hungary - 4.67M Workers, Auto Hub Meets Budapest Finance at 4.82/10
Jul 14, 2026 · 4.67M workers · Eurostat lfsa_egai2d 2025 / KSH · 8 min
4.82
Avg AI
 🇨🇿
Czechia - 5.22M Workers, Business Services Hub Drives 4.84/10 Exposure
Jul 14, 2026 · 5.22M workers · Eurostat lfsa_egai2d 2025 / CSO · 8 min
4.84
Avg AI
 🇸🇰
Slovakia - 2.59M Workers, Highest Eastern Europe AI Score at 4.91/10
Jul 14, 2026 · 2.59M workers · Eurostat lfsa_egai2d 2025 / SUSR · 8 min
4.91
Avg AI
 🇭🇷
Croatia - 1.89M Workers, Tourism Economy Buffers 4.65/10 Exposure
Jul 16, 2026 · 1.89M workers · Eurostat lfsa_egai2d 2025 / DZS · 8 min
4.65
Avg AI
 🇷🇸
Serbia - 2.75M Workers, Belgrade Tech Hub Drives EU Candidate Exposure
Jul 16, 2026 · 2.75M workers · ILO ILOSTAT 2025 / SORS · 8 min
4.32
Avg AI
 🇧🇬
Bulgaria - 3.02M Workers, Low-Wage Buffer Gone, Sofia BPO at Risk
Jul 16, 2026 · 3.02M workers · Eurostat lfsa_egai2d 2025 / NSI Bulgaria · 8 min
4.58
Avg AI
 🇬🇷
Greece - 4.25M Workers, Tourism Buffers 21% of Workers at 4.47/10
Jul 16, 2026 · 4.25M workers · Eurostat lfsa_egai2d 2025 / ELSTAT · 8 min
4.47
Avg AI
 🇱🇻
Latvia - 880K Workers, Riga Baltic Hub, Highest Risk Velocity 9.6/10
Jul 16, 2026 · ~880K workers · Eurostat lfsa_egai2d 2025 / CSB Latvia · 7 min
4.83
Avg AI
 🇱🇹
Lithuania - 1.29M Workers, Vilnius Fintech Hub - Revolut EU HQ
Jul 16, 2026 · 1.29M workers · Eurostat lfsa_egai2d 2025 / Statistics Lithuania · 8 min
4.71
Avg AI
 🇪🇪
Estonia - 700K Workers, X-Road Digital Infra - Highest Risk Velocity 9.8/10
Jul 17, 2026 · ~700K workers · Eurostat lfsa_egai2d 2025 / Statistics Estonia · 8 min
4.97
Avg AI
 🇸🇮
Slovenia - 1.0M Workers, Most Advanced Ex-Yugoslavia Economy at 4.72/10
Jul 17, 2026 · ~1.0M workers · Eurostat lfsa_egai2d 2025 / SURS Slovenia · 8 min
4.72
Avg AI
 🇱🇺
Luxembourg - 500K Workers, Finance Capital of EU - Highest Exposure 5.38/10
Jul 17, 2026 · ~500K workers · Eurostat lfsa_egai2d 2025 / STATEC · 8 min
5.38
Avg AI
 🇨🇾
Cyprus - 490K Workers, Limassol Finance Hub, World's 3rd Ship Registry
Jul 17, 2026 · ~490K workers · Eurostat lfsa_egai2d 2025 / CYSTAT · 8 min
4.61
Avg AI
 🇲🇹
Malta - 310K Workers, iGaming Capital of Europe, 700+ MGA Operators
Jul 17, 2026 · ~310K workers · Eurostat lfsa_egai2d 2025 / NSO Malta · 8 min
4.55
Avg AI
 🇮🇸
Iceland - 220K Workers, EEA Not EU, Fishing + Geothermal + Recovery Resilience 7.5/10
Jul 17, 2026 · ~220K workers · Statistics Iceland / Hagstofa Islands LFS 2025 · 8 min
4.88
Avg AI
 🇰🇭
Cambodia - 9.5M Workers, Garment Industry 40% Exports, Wing Mobile Money
Jul 17, 2026 · ~9.5M workers · ILO ILOSTAT / NIS Cambodia LFS 2025 · 8 min
3.25
Avg AI
 🇲🇲
Myanmar - 22.0M Workers, Agriculture 38%, Post-Coup Data Caveats
Jul 17, 2026 · ~22.0M workers · ILO ILOSTAT / CSO Myanmar LFS 2022-2023 · 8 min
3.01
Avg AI
 🇱🇰
Sri Lanka - 8.3M Workers, 2022 IMF Bailout, Colombo Port City SEZ
Jul 17, 2026 · ~8.3M workers · ILO ILOSTAT / DCS Sri Lanka LFS 2025 · 8 min
4.18
Avg AI
 🇳🇵
Nepal - 7.5M Workers, Remittances 22% GDP, Fusemachines AI Pioneer
Jul 17, 2026 · ~7.5M workers · ILO ILOSTAT / CBS Nepal LFS 2025 · 8 min
3.78
Avg AI
 🇨🇺
Cuba - 5.1M Workers, 30K+ Doctors Exported, BioCubaFarma 11 COVID Vaccines
Jul 17, 2026 · ~5.1M workers · ILO ILOSTAT / ONEI Cuba 2023-2024 · 8 min
4.12
Avg AI
 🇧🇾
Belarus - 4.6M Workers, HTP IT Park 800+ Companies, Wargaming Birthplace
Jul 17, 2026 · ~4.6M workers · ILO ILOSTAT / Belstat LFS 2025 · 8 min
4.71
Avg AI
 🇱🇾
Libya - 2.3M Workers, Post-Civil War Dual-Government, NOC Oil 95% Revenue
Jul 17, 2026 · ~2.3M workers · ILO ILOSTAT / NPC Libya 2024-2025 · 8 min
3.42
Avg AI
 🇸🇩
Sudan - 14.0M Workers, 2023 Civil War, Agriculture 36%, Gold 4th Globally
Jul 17, 2026 · ~14.0M workers · ILO ILOSTAT / CBS Sudan 2023-2024 · 8 min
3.18
Avg AI
 🇭🇰
Hong Kong - 3.8M Workers, Global Financial Centre Rank 3, HSBC HQ
Jul 17, 2026 · ~3.8M workers · C&SD HK General Household Survey 2025 · 8 min
5.48
Avg AI
 🇹🇼
Taiwan - 11.8M Workers, TSMC 54% Global Advanced Chips, Technicians 20%
Jul 17, 2026 · ~11.8M workers · DGBAS Taiwan Manpower Survey 2025 · 8 min
5.21
Avg AI
 🇰🇿
Kazakhstan - 9.0M Workers, Tengizchevroil and Kaspi Bank Fintech Hub
Jul 17, 2026 · ~9.0M workers · ILO ILOSTAT / BNS Kazakhstan LFS 2025 · 8 min
4.82
Avg AI
 🇺🇿
Uzbekistan - 16.0M Workers, Youngest CIS Median Age, Tashkent IT Park
Jul 17, 2026 · ~16.0M workers · ILO ILOSTAT / Goskomstat UZ LFS 2025 · 8 min
3.85
Avg AI
 🇦🇿
Azerbaijan - 5.0M Workers, Baku Oil Capital and COP29 Host 2024
Jul 17, 2026 · ~5.0M workers · ILO ILOSTAT / AZSTAT LFS 2025 · 8 min
4.41
Avg AI
 🇬🇪
Georgia - 2.0M Workers, Tbilisi Startup Scene and Russian Tech Influx
Jul 17, 2026 · ~2.0M workers · ILO ILOSTAT / Geostat LFS 2025 · 8 min
4.35
Avg AI
 🇦🇲
Armenia - 1.35M Workers, TUMO Centre and PicsArt 2B Downloads
Jul 17, 2026 · ~1.35M workers · ILO ILOSTAT / Armstat LFS 2025 · 8 min
4.52
Avg AI
 🇷🇺
Russia AI Job Risk 2026: 73.5M Workers, Disruption Imminent 1-3 Years
Jul 19, 2026 · 73.5M workers · ILO ILOSTAT 2025 · 9 min
4.62
Avg AI
 🌍
AI Job Risk Country Ranking 2026: All 206 Countries Compared
Jul 19, 2026 · 206 countries · ILO ILOSTAT 2025 · 11 min
5.87
Top score
 🤖
AI vs Robotics Risk by Country: The Paradox of Sub-Saharan Africa
Jul 19, 2026 · 206 countries · ILO ILOSTAT 2025 + IFR 2024 · 10 min
6.16
Top robotics
 🏠
Work From Home as an AI Hedge: Which Countries Are Most Protected?
Jul 19, 2026 · 206 countries · ILO ILOSTAT 2025 · 9 min
5.57
Top WFH
 ⚡
49 Countries Face AI Disruption Within 1-3 Years: Risk Velocity 10/10
Jul 19, 2026 · 49 countries · ILO + World Bank + ITU 2025 · 11 min
10.0
Max velocity
 ♀️
The Gender Gap in AI Job Risk: Women Bear a Disproportionate Burden
Jul 19, 2026 · 206 countries · ILO ILOSTAT 2025 · 10 min
8.5
Clerical AI
 ⏱
Which Countries Will Feel AI Disruption First - and Which Have 12+ Years?
Aug 1, 2026 · 206 countries · ILO ILOSTAT + World Bank · 10 min
10.0
Max velocity
 🏝
Island Economies Are the World's Most AI-Resilient Workforces
Aug 1, 2026 · Pacific + Caribbean · ILO ILOSTAT · 9 min
3.34
Vanuatu AI
 🇺🇸
35 Countries Have the Same AI Job Risk as the United States
Aug 1, 2026 · 35 countries · ILO ILOSTAT + World Bank · 9 min
5.07
US baseline
 🌍
Africa vs Asia vs Europe: Which Region's Workers Are Most Exposed to AI?
Aug 1, 2026 · 5 regions, 2.6B workers · ILO ILOSTAT · 10 min
4.99
Europe avg
 📋
Why Every Country's Clerical Workers Score 8.5/10 on AI Exposure
Aug 1, 2026 · 171 countries, 146M workers · ILO ILOSTAT · 10 min
8.5
Clerical AI
 🌏
China vs Vietnam: AI Job Risk Compared
Aug 18, 2026 · 362.2M + 53.7M workers · ILO ILOSTAT · 8 min
8.5
Peak AI
 🌏
China vs Philippines: South China Sea AI Risk
Aug 18, 2026 · 362.2M + 46.9M workers · ILO ILOSTAT · 8 min
8.5
Peak AI
 🌏
India vs Sri Lanka: AI Job Risk Compared
Aug 18, 2026 · 476.6M + 7.8M workers · ILO ILOSTAT · 8 min
8.5
Peak AI
 🌏
India vs Bangladesh: Near-Peer AI Risk Compared
Aug 18, 2026 · 476.6M + 69.1M workers · ILO ILOSTAT · 8 min
8.5
Peak AI
 🇮🇳
India vs Nepal: AI Job Risk and Remittance Risk
Aug 18, 2026 · 476.6M + 7.4M workers · ILO ILOSTAT · 8 min
8.5
Peak AI
 🌍
Saudi Arabia vs Iran: AI Job Risk Compared
Aug 18, 2026 · 14.2M + 24.1M workers · GASTAT + ILO · 8 min
8.5
Peak AI
 🌍
Armenia vs Azerbaijan: Post-Conflict AI Risk
Aug 18, 2026 · 1.0M + 4.6M workers · ILO ILOSTAT · 7 min
8.5
Peak AI
 🌍
Turkey vs Greece: Which NATO Rival Faces More AI Risk?
Aug 18, 2026 · 32.4M + 4.3M workers · ILO ILOSTAT · 8 min
9.0
Peak AI
 🌏
China vs Japan: Which Workforce Faces More AI Risk?
Aug 18, 2026 · 362.2M + 70.5M workers · ILO ILOSTAT · 8 min
8.5
Peak AI
 🇨🇳
China vs Taiwan: AI Job Risk Comparison 2026
Aug 18, 2026 · 362.2M + 11.5M workers · ILO ILOSTAT · 8 min
8.5
Peak AI
 🌍
Israel vs Iran: Which Economy Faces More AI Job Risk?
Aug 18, 2026 · 4.1M + 24.1M workers · ILO ILOSTAT · 8 min
8.5
Peak AI
 🇫🇷
France vs Germany: Which EU Giant Faces More AI Risk?
Aug 19, 2026 · 28.8M + 42.1M workers · Eurostat · 9 min
9.0
Peak AI
 🇨🇳
China vs South Korea: AI Job Risk Compared 2026
Aug 19, 2026 · 362.2M + 28.8M workers · ILO ILOSTAT · 8 min
8.5
Peak AI
 🇷🇺
Russia vs Ukraine: AI Job Risk Before and During War
Aug 19, 2026 · 73.5M + 15.0M workers (2021) · ILO ILOSTAT · 8 min
8.5
Peak AI
 🇺🇸
US vs Mexico: Neighbours With Very Different AI Risk
Aug 19, 2026 · 143.1M + 59.0M workers · BLS + ILO · 8 min
8.5
Peak AI
 🌎
US vs Iran: AI Job Risk in Two Rival Economies
Aug 19, 2026 · 143.1M + 24.1M workers · BLS + ILO · 8 min
8.5
Peak AI
 🇺🇸
US vs Cuba: AI Job Risk in the Cold War's Last Standoff
Aug 20, 2026 · 143.1M + 4.8M workers · BLS + ILO ILOSTAT · 9 min
8.5
Peak AI
 🇺🇸
US vs Venezuela: AI Job Risk and Economic Collapse
Aug 20, 2026 · 143.1M + 12.9M workers · BLS + ILO ILOSTAT · 9 min
8.5
Peak AI
 🇺🇸
US vs Iraq: AI Job Risk in Former War Partners 2026
Aug 20, 2026 · 143.1M + 8.5M workers · BLS + ILO ILOSTAT · 9 min
8.5
Peak AI
 🇺🇸
US vs Vietnam: AI Job Risk From Rivals to Partners
Aug 20, 2026 · 143.1M + 53.7M workers · BLS + ILO ILOSTAT · 9 min
8.5
Peak AI
 🇷🇺
Russia vs Estonia: AI Job Risk on the Baltic Frontier
Aug 21, 2026 · 73.5M + 0.7M workers · ILO ILOSTAT · 9 min
9.0
Peak AI
 🇷🇺
Russia vs Latvia: AI Job Risk on the Baltic Frontier
Aug 21, 2026 · 73.5M + 0.9M workers · ILO ILOSTAT · 9 min
9.0
Peak AI
 🇷🇺
Russia vs Lithuania: AI Job Risk on the Baltic Frontier
Aug 21, 2026 · 73.5M + 1.5M workers · ILO ILOSTAT · 9 min
9.5
Peak AI
 🇷🇺
Russia vs Turkey: AI Job Risk in Frenemies 2026
Aug 21, 2026 · 73.5M + 32.4M workers · ILO ILOSTAT · 9 min
10.0
Peak AI
 🇪🇹
Ethiopia vs Eritrea: AI Job Risk in the Horn of Africa
Aug 21, 2026 · 36.6M + 0.7M workers · ILO ILOSTAT · 9 min
3.4
Peak AI
 🇮🇷
Iran vs Iraq: AI Job Risk Across the Persian Gulf Frontier
Aug 20, 2026 · 24.1M + 8.5M workers · ILO ILOSTAT · 9 min
8.5
Peak AI
 🇮🇱
Israel vs Egypt: AI Job Risk in the Middle East's Unlikely Partners
Aug 20, 2026 · 4.1M + 29.9M workers · ILO ILOSTAT · 9 min
8.5
Peak AI
 🇮🇱
Israel vs Jordan: AI Job Risk in Neighbouring Rivals
Aug 20, 2026 · 4.1M + 2.9M workers · ILO ILOSTAT · 9 min
8.5
Peak AI
 🇨🇳
China vs Australia: AI Job Risk Compared 2026
Aug 20, 2026 · 362.2M + 17.0M workers · ILO ILOSTAT · 9 min
8.5
Peak AI
 🇸🇦
Saudi Arabia vs Yemen: AI Job Risk Across a War Divide
Aug 20, 2026 · 14.2M + 4.1M workers · ILO ILOSTAT · 9 min
8.5
Peak AI
 🇯🇵
Japan vs South Korea: AI Job Risk Compared 2026
Aug 19, 2026 · 70.6M + 28.8M workers · ILO ILOSTAT · 8 min
8.5
Peak AI
 🇷🇺
Russia vs Poland: AI Job Risk on NATO's Eastern Flank
Aug 19, 2026 · 73.5M + 17.1M workers · ILO ILOSTAT · 8 min
9.0
Peak AI
 🇷🇺
Russia vs Finland: AI Job Risk After NATO Border Shift
Aug 19, 2026 · 73.5M + 2.6M workers · ILO ILOSTAT · 8 min
9.0
Peak AI
 🇬🇧
UK vs France: AI Job Risk After Brexit 2026
Aug 19, 2026 · 34.1M + 28.8M workers · ILO + Eurostat · 8 min
8.5
Peak AI
 🇬🇧
UK vs Argentina: AI Job Risk in Historic Rivals 2026
Aug 19, 2026 · 34.1M + 13.2M workers · ILO ILOSTAT · 8 min
8.5
Peak AI
 🌎
US vs China: The World's Biggest AI Job Risk Rivalry
Aug 18, 2026 · 143.1M + 362.2M workers · BLS + ILO · 9 min
8.5
Peak AI
 🌎
US vs Russia: Cold War Rivals, Same AI Peak Score
Aug 18, 2026 · 143.1M + 73.5M workers · BLS + ILO · 8 min
8.5
Peak AI
 🇮🇳
India vs Pakistan: Rivals With Different AI Timelines
Aug 18, 2026 · 476.6M + 77.6M workers · ILO ILOSTAT · 8 min
8.5
Peak AI
 📚
Teachers and AI Risk 2026: How Close Is Automation for 94 Million Educators?
Aug 24, 2026 · Occupation analysis · ILO ILOSTAT + UNESCO 2024 · 8 min
6.5
AI Score
 🚚
Are Drivers Safe from AI? The 2026 Data on Autonomous Vehicle Risk
Aug 24, 2026 · Occupation analysis · ILO ILOSTAT 2024 · 8 min
7.5
Robotics
 🛒
Retail Workers and AI Risk 2026: The Dual Threat of Chatbots and Self-Checkout
Aug 24, 2026 · Occupation analysis · ILO ILOSTAT + BLS OEWS May 2024 · 8 min
6.0
Robotics
 📞
Will AI Replace Customer Service Reps? Risk in 2026
Aug 31, 2026 · Occupation analysis · BLS OEWS May 2025 + ILO ILOSTAT · 9 min
8.5
AI Score
 👩‍⚕️
Are Nurses Safe from AI? The 2026 Risk Analysis
Aug 31, 2026 · Occupation analysis · BLS OEWS May 2025 + WHO 2024 · 9 min
4.0
AI Score
 🚚
Are Truck Drivers Safe from AI? Autonomous Vehicle Risk 2026
Aug 31, 2026 · Occupation analysis · BLS OEWS May 2025 + ILO ILOSTAT · 9 min
7.5
Robotics
 📦
Are Warehouse Workers Safe from AI? Robot Risk in 2026
Aug 31, 2026 · Occupation analysis · BLS OEWS May 2025 + ILO ILOSTAT · 8 min
6.5
Robotics
 💹
Will AI Replace Financial Analysts? The 2026 Risk Picture
Aug 31, 2026 · Occupation analysis · BLS OEWS May 2025 + ILO ILOSTAT · 8 min
7.5
AI Score
 ⚖️
Will AI Replace Lawyers? Legal Jobs' AI Risk in 2026
Aug 25, 2026 · Occupation analysis · BLS OES May 2024 + ILO ILOSTAT · 8 min
7.0
AI Score
 🏗️
Construction Workers and AI Risk in 2026
Aug 25, 2026 · Occupation analysis · ILO ILOSTAT + BLS OES May 2024 · 7 min
2.0
AI / 4.0 Rob
 🏭
Factory Workers and AI Risk in 2026: Robotics Data
Aug 25, 2026 · Occupation analysis · ILO ILOSTAT + IFR World Robotics 2024 · 7 min
8.5
Robotics
 🌾
Farmers and AI Risk in 2026: Precision Ag Data
Aug 25, 2026 · Occupation analysis · ILO ILOSTAT + USDA ERS 2024 · 7 min
7.0
Robotics
 🇺🇸
US vs Canada AI Job Risk: Worker Data Compared
Aug 25, 2026 · 143M + 18.7M workers · BLS + Statistics Canada LFS · 8 min
5.29
Canada AI
 🇺🇸
US vs Japan AI Job Risk: Worker Data Compared
Aug 25, 2026 · 143M + 70.5M workers · BLS + Japan MHLW LSS · 8 min
4.92
Japan AI
 🇩🇪
Germany vs Poland AI Job Risk: EU Worker Data
Aug 25, 2026 · 42.1M + 17.1M workers · Destatis + GUS Eurostat · 8 min
5.30
Germany AI
 🇮🇹
Italy vs Spain AI Job Risk: Southern Europe Data
Aug 25, 2026 · 24.1M + 22.2M workers · Eurostat LFS 2025 · 8 min
4.82
Italy AI
 🇸🇦
Saudi Arabia vs UAE AI Job Risk: Gulf Data
Aug 25, 2026 · 14.2M + 9.2M workers · ILO ILOSTAT 2024 · 8 min
4.82
Saudi AI
 🇧🇷
Brazil vs Argentina AI Jobs 2026: South America's Biggest Economies Compared
Aug 24, 2026 · 102.1M + 13.2M workers · IBGE PNAD + INDEC EPH via ILO · 8 min
4.38
Argentina AI
 🇮🇩
Indonesia vs Philippines AI Jobs 2026: The BPO Paradox
Aug 24, 2026 · 139.2M + 46.9M workers · BPS Sakernas + PSA LFS via ILO · 8 min
3.62
PH AI
 🇳🇬
Nigeria vs Egypt AI Jobs 2026: Two Giants Compared
Aug 24, 2026 · 71.4M + 29.9M workers · NBS LFS 2024 + CAPMAS LFS 2024 · 8 min
3.87
Egypt AI
 🇿🇦
South Africa vs Kenya AI Jobs 2026: Sharpest Gap in Africa
Aug 24, 2026 · 12.7M + 16.8M workers · Stats SA QLFS 2025 + KNBS KIHBS 2022 · 8 min
4.84
SA AI
 🇧🇷
Brazil vs Indonesia AI Jobs 2026: Two Giants Compared
Aug 24, 2026 · 102.1M + 139.2M workers · IBGE PNAD 2025 + BPS Sakernas 2023 · 8 min
4.13
Brazil AI
 🇺🇸
US vs UK AI Job Risk 2026: Who Is More Exposed?
Aug 31, 2026 · 143M + 34.1M workers · ILO ILOSTAT 2024 · 7 min
5.08
UK AI
 🇫🇷
France vs Spain AI Job Risk 2026: Who Is More Exposed?
Aug 31, 2026 · 28.8M + 22.2M workers · ILO ILOSTAT 2024 · 7 min
5.06
France AI
 🇲🇽
Mexico vs Brazil AI Job Risk 2026: Who Is More Exposed?
Aug 31, 2026 · 59.5M + 102.1M workers · ILO ILOSTAT 2024 · 7 min
4.13
Brazil AI
 🇰🇷
South Korea vs Taiwan AI Job Risk 2026: Who Is More Exposed?
Aug 31, 2026 · 28.8M + 11.5M workers · ILO ILOSTAT + KOSTAT + DGBAS 2024 · 7 min
4.85
Korea AI
 🇳🇬
Nigeria vs Ghana AI Job Risk 2026: Who Is More Exposed?
Aug 31, 2026 · 71.4M + 48.4M workers · ILO ILOSTAT 2024 · 7 min
3.39
Ghana AI
 🇪🇬
Egypt vs Morocco AI Job Risk 2026: Who Is More Exposed?
Aug 31, 2026 · 29.9M + 9.4M workers · ILO ILOSTAT 2024 · 7 min
3.87
Egypt AI
 💻
Software Engineers and AI Risk: The Data in 2026
Aug 18, 2026 · Occupation analysis · BLS OEWS + ILO ILOSTAT · 8 min
6.5
AI Score
 📊
Will AI Replace Accountants? Finance Workers' Risk in 2026
Aug 18, 2026 · Occupation analysis · BLS OEWS + ILO ILOSTAT · 8 min
8.5
Clerks AI
 🩺
Are Nurses Safe from AI? Healthcare Workers' Risk Explained
Aug 18, 2026 · Occupation analysis · BLS OEWS + ILO ILOSTAT · 8 min
3.5
Nurses AI
 🌍
Nigeria vs South Africa: AI Job Risk Compared
Aug 18, 2026 · 71.4M + 12.7M workers · NBS LFS 2024 + Stats SA QLFS 2025 · 8 min
8.5
Peak AI
 🌎
US vs Germany: Which High-Income Economy Faces More AI Risk?
Aug 18, 2026 · 143.1M + 42.1M workers · BLS OEWS + Destatis SES · 8 min
9.0
Germany Clerks
 🌏
India vs China: Which Workforce Faces Greater AI Risk?
Aug 18, 2026 · 476.6M + 362.2M workers · ILO ILOSTAT + NBS China · 9 min
8.5
Peak AI
 📡
WorldJobsData Now Covers Economy and Human Development Data for 206 Countries
Aug 10, 2026 · Data release · World Bank + UNDP HDR + ILO · 6 min
198
Countries WB
 📊
AI Risk and Poverty: The Countries That Face Both With No Safety Net
Aug 1, 2026 · Global analysis · ILO ILOSTAT + World Bank · 9 min
4.13
S. Sudan AI
 🇦🇱
Albania AI Job Risk 2026: 1.17M Workers, Clerical 8.5/10, Agriculture Dominates
Jul 20, 2026 · 1.17M workers · ILO ILOSTAT / Eurostat SES 2022 · 7 min
3.70
Avg AI
 🇧🇴
Bolivia AI Job Risk 2026: 6.82M Workers, Informal Economy Buffers AI Exposure
Jul 20, 2026 · 6.82M workers · ILO ILOSTAT / INE Bolivia EH 2024 · 7 min
3.57
Avg AI
 🇨🇷
Costa Rica AI Job Risk 2026: 2.19M Workers, Free Zone Tech Sector Leads Exposure
Jul 20, 2026 · 2.19M workers · ILO ILOSTAT / INEC Costa Rica ECE · 7 min
4.06
Avg AI
 🇩🇴
Dominican Republic AI Job Risk 2026: 5.14M Workers, Tourism Meets BPO Pressure
Jul 20, 2026 · 5.14M workers · ILO ILOSTAT / ONE Dominican Republic ENFT · 7 min
3.90
Avg AI
 🇪🇨
Ecuador AI Job Risk 2026: 8.33M Workers, Oil Sector and 26% Elementary Workforce
Jul 20, 2026 · 8.33M workers · ILO ILOSTAT / INEC Ecuador ENEMDU · 7 min
3.34
Avg AI
 🇸🇻
El Salvador AI Job Risk 2026: 2.89M Workers, Remittance Economy and BPO Exposure
Jul 22, 2026 · 2.89M workers · ILO ILOSTAT / DIGESTYC El Salvador EHPM · 7 min
3.56
Avg AI
 🇬🇹
Guatemala AI Job Risk 2026: 7.58M Workers, 75% Informality Buffers AI Disruption
Jul 22, 2026 · 7.58M workers · ILO ILOSTAT / INE Guatemala ENCOVI · 7 min
3.34
Avg AI
 🇭🇳
Honduras AI Job Risk 2026: 4.08M Workers, Maquila Robotics Risk and High Informality
Jul 22, 2026 · 4.08M workers · ILO ILOSTAT / INE Honduras EPH · 7 min
3.33
Avg AI
 🇵🇦
Panama AI Job Risk 2026: 1.97M Workers, Canal Economy and Highest Regional AI Score
Jul 22, 2026 · 1.97M workers · ILO ILOSTAT / INEC Panama ECE · 7 min
3.90
Avg AI
 🇵🇾
Paraguay AI Job Risk 2026: 3.19M Workers, Soy Economy and 64% Informality
Jul 22, 2026 · 3.19M workers · ILO ILOSTAT / DGEEC Paraguay EPH · 7 min
3.73
Avg AI
 🇳🇮
Nicaragua AI Job Risk 2026: 1.70M Workers, Highest AI Score in Central America
Jul 23, 2026 · 1.70M workers · ILO ILOSTAT / INIDE Nicaragua ECH · 7 min
4.22
Avg AI
 🇺🇾
Uruguay AI Job Risk 2026: 1.74M Workers, Lowest Informality in Latin America
Jul 23, 2026 · 1.74M workers · ILO ILOSTAT / INE Uruguay ECH · 7 min
4.22
Avg AI
 🇻🇪
Venezuela AI Job Risk 2026: 12.95M Workers, Oil Legacy and 58% Informality
Jul 23, 2026 · 12.95M workers · ILO ILOSTAT / INE Venezuela EHM · 7 min
4.09
Avg AI
 🇦🇴
Angola AI Job Risk 2026: 13.75M Workers, Agriculture at 45.7% Dominates
Jul 23, 2026 · 13.75M workers · ILO ILOSTAT / INE Angola IEA · 6 min
3.36
Avg AI
 🇸🇳
Senegal AI Job Risk 2026: 1.55M Workers, Craft Trades Dominate at 26.9%
Jul 24, 2026 · 1.55M workers · ILO ILOSTAT / ANSD · 7 min
3.44
Avg AI
 🇿🇲
Zambia AI Job Risk 2026: 7.16M Workers, Agriculture at 56.1% Dominates
Jul 24, 2026 · 7.16M workers · ILO ILOSTAT / ZSA · 7 min
3.24
Avg AI
 🇿🇼
Zimbabwe AI Job Risk 2026: 4.93M Workers, High Education Meets Agricultural Buffer
Jul 24, 2026 · 4.93M workers · ILO ILOSTAT / ZIMSTAT · 7 min
3.25
Avg AI
 🇲🇿
Mozambique AI Job Risk 2026: 12.19M Workers, 72.9% in Agriculture
Jul 24, 2026 · 12.19M workers · ILO ILOSTAT / INE · 7 min
3.15
Avg AI
 🇧🇼
Botswana AI Job Risk 2026: 860k Workers, Elementary Occupations at 25.8%
Jul 26, 2026 · 860k workers · ILO ILOSTAT / BOBS · 7 min
3.60
Avg AI
 🇳🇦
Namibia AI Job Risk 2026: 545.7k Workers, Clerical Leads at 8.5/10
Jul 26, 2026 · 545.7k workers · ILO ILOSTAT / NSA · 7 min
4.62
Avg AI
 🇸🇿
Eswatini AI Job Risk 2026: 219.4k Workers, Service at 25.3%
Jul 26, 2026 · 219.4k workers · ILO ILOSTAT / CSO · 7 min
3.67
Avg AI
 🇱🇸
Lesotho AI Job Risk 2026: 803.3k Workers, Agriculture at 33.6%
Jul 26, 2026 · 803.3k workers · ILO ILOSTAT / BOS · 7 min
3.02
Avg AI
 🇧🇮
Burundi AI Job Risk 2026: 4,954k Workers, Agriculture at 82.2%
Jul 26, 2026 · 4,954k workers · ILO ILOSTAT / ISTEEBU · 7 min
3.05
Avg AI
 🇸🇱
Sierra Leone AI Job Risk 2026: 3,171k Workers, Agriculture at 55.7%
Jul 26, 2026 · 3,171k workers · ILO ILOSTAT / SSL · 7 min
3.21
Avg AI
 🇬🇳
Guinea AI Job Risk 2026: 3,189k Workers, Service/Sales at 31.7%
Jul 26, 2026 · 3,189k workers · ILO ILOSTAT / INS Guinea · 7 min
3.35
Avg AI
 🇧🇫
Burkina Faso AI Job Risk 2026: 7,878k Workers, Agriculture at 54.3%
Jul 26, 2026 · 7,878k workers · ILO ILOSTAT / INSD · 7 min
3.36
Avg AI
 🇳🇪
Niger AI Job Risk 2026: 9,257k Workers, Agriculture at 73.0%
Jul 26, 2026 · 9,257k workers · ILO ILOSTAT / INS Niger · 7 min
3.12
Avg AI
 🇹🇩
Chad AI Job Risk 2026: 4,025k Workers, Agriculture at 67.9%
Jul 26, 2026 · 4,025k workers · ILO ILOSTAT / INSEED · 7 min
3.15
Avg AI
 🇭🇹
Haiti AI Job Risk 2026: 1,905k Workers, Agriculture at 50.0%
Jul 26, 2026 · 1,905k workers · ILO ILOSTAT / IHSI · 7 min
3.29
Avg AI
 🇷🇼
Rwanda AI Job Risk 2026: 6,417k Workers, Elementary at 38.2%
Jul 26, 2026 · 6,417k workers · ILO ILOSTAT / NISR · 7 min
2.91
Avg AI
 🇲🇬
Madagascar AI Job Risk 2026: 11,855k Workers, Agriculture at 52.7%
Jul 26, 2026 · 11,855k workers · ILO ILOSTAT / INSTAT · 7 min
2.91
Avg AI
 🇲🇼
Malawi AI Job Risk 2026: 4,999k Workers, Managers at Unusual 12.2%
Jul 26, 2026 · 4,999k workers · ILO ILOSTAT / NSO · 7 min
3.38
Avg AI
 🇲🇱
Mali AI Job Risk 2026: 6,971k Workers, Clerical at 2.67% Highest in Batch
Jul 26, 2026 · 6,971k workers · ILO ILOSTAT / INSTAT Mali · 7 min
3.33
Avg AI
 🇦🇫
Afghanistan AI Job Risk 2026: 7.43M Workers, 49% Agriculture and Near-Zero AI Disruption
Jul 23, 2026 · 7.43M workers · ILO ILOSTAT / CSO Afghanistan LFS · 6 min
3.12
Avg AI
 🇨🇩
DR Congo AI Job Risk 2026: 30.6M Workers, 73.9% in Agriculture
Jul 27, 2026 · 30.6M workers · ILO ILOSTAT / INS Congo · 7 min
3.35
Avg AI
 🇧🇯
Benin AI Job Risk 2026: 5.4M Workers, Service Sector at 29.1%
Jul 27, 2026 · 5.4M workers · ILO ILOSTAT / INSAE Benin · 7 min
3.23
Avg AI
 🇹🇬
Togo AI Job Risk 2026: 3.4M Workers, Service Sector Leads at 30.8%
Jul 27, 2026 · 3.4M workers · ILO ILOSTAT / INSEED Togo · 7 min
3.32
Avg AI
 🇱🇦
Laos AI Job Risk 2026: 3.5M Workers, Agriculture at 64.4%
Jul 27, 2026 · 3.5M workers · ILO ILOSTAT / LSB Laos LFS · 7 min
3.20
Avg AI
 🇸🇾
Syria AI Job Risk 2026: 4.2M Workers, Professionals at 17.9%
Jul 27, 2026 · 4.2M workers (ILO modelled) · ILO ILOSTAT / CBS Syria · 7 min
4.26
Avg AI
 🇾🇪
Yemen AI Job Risk 2026: 4.1M Workers, Armed Forces at 8.6%
Jul 27, 2026 · 4.1M workers (pre-conflict 2010) · ILO ILOSTAT / CSO Yemen · 7 min
3.46
Avg AI
 🇹🇯
Tajikistan AI Job Risk 2026: 2.3M Workers, Elementary Jobs at 32.6%
Jul 27, 2026 · 2.3M workers · ILO ILOSTAT / TLSS 2022 · 7 min
3.43
Avg AI
 🇰🇵
North Korea AI Job Risk 2026: 7.6M Workers, Craft Trades at 42.2%
Jul 27, 2026 · 7.6M workers (ILO modelled) · ILO ILOSTAT · 7 min
3.50
Avg AI
 🇸🇸
South Sudan AI Job Risk 2026: 1.2M Workers, Service/Sales at 75.2%
Jul 27, 2026 · 1.2M workers (ILO modelled) · ILO ILOSTAT / NBS South Sudan · 7 min
4.13
Avg AI
 🇯🇲
Jamaica AI Job Risk 2026: 1.3M Workers, BPO Sector Drives Clerical Risk
Jul 27, 2026 · 1,264k workers · ILO ILOSTAT / STATIN LFS 2022 · 6 min
4.12
Avg AI
 🇲🇩
Moldova AI Job Risk 2026: 1.4M Workers, Agriculture at 49.7%
Jul 27, 2026 · 1,410k workers · ILO ILOSTAT / NBS Moldova LFS 2025 · 6 min
3.56
Avg AI
 🇲🇰
North Macedonia AI Job Risk 2026: 704k Workers, Eurostat 2-Digit Data
Jul 27, 2026 · 704k workers · Eurostat lfsa_egai2d 2025 · 7 min
4.48
Avg AI
 🇨🇫
Central African Republic AI Job Risk 2026: 709k Workers, Craft at 50.8%
Jul 27, 2026 · 709k workers (ILO modelled) · ILO ILOSTAT · 6 min
3.19
Avg AI
 🇬🇼
Guinea-Bissau AI Job Risk 2026: 711k Workers, Agriculture at 39.6%
Jul 27, 2026 · 711k workers · ILO ILOSTAT / INE Guinea-Bissau 2022 · 6 min
3.01
Avg AI
 🇵🇸
Palestine AI Job Risk 2026: 720k Workers, Professionals at 22.7%
Jul 27, 2026 · 720k workers · ILO ILOSTAT / PCBS LFS 2025 · 6 min
3.72
Avg AI
 🇪🇷
Eritrea AI Job Risk 2026: 682k Workers, Agriculture at 67.7%
Jul 27, 2026 · 682k workers (ILO modelled) · ILO ILOSTAT · 5 min
3.36
Avg AI
 🇬🇲
Gambia AI Job Risk 2026: 684k Workers, Agriculture at 48.4%
Jul 27, 2026 · 684k workers · ILO ILOSTAT / GBoS LFS 2025 · 6 min
3.40
Avg AI
 🇱🇷
Liberia AI Job Risk 2026: 650k Workers, Agriculture at 50.8%
Jul 27, 2026 · 650k workers · ILO ILOSTAT / LISGIS LFS 2017 · 6 min
3.66
Avg AI
 🇲🇷
Mauritania AI Job Risk 2026: 623k Workers, Service/Sales Leads at 31.3%
Jul 27, 2026 · 623k workers · ILO ILOSTAT / ONS Mauritania 2025 · 6 min
4.25
Avg AI
 🇹🇲
Turkmenistan AI Job Risk 2026: 1.4M Workers, Professionals at 20.9%
Jul 28, 2026 · 1,444k workers (ILO modelled) · ILO ILOSTAT 2025 · 7 min
4.74
Avg AI
 🇲🇳
Mongolia AI Job Risk 2026: 1.37M Workers, Split Nomad-Mining Economy
Jul 28, 2026 · 1,370k workers · ILO ILOSTAT / NSO Mongolia LFS 2024 · 7 min
4.05
Avg AI
 🇨🇬
Republic of Congo AI Job Risk 2026: 1M Workers, Service/Sales at 41.9%
Jul 28, 2026 · 1,025k workers · ILO ILOSTAT / INS Congo 2009 · 7 min
3.82
Avg AI
 🇸🇴
Somalia AI Job Risk 2026: 1M Workers, NGO Sector Drives Professional Share
Jul 28, 2026 · 1,036k workers · ILO ILOSTAT / SNBS LFS 2019 · 7 min
3.75
Avg AI
 🇵🇷
Puerto Rico AI Job Risk 2026: 1M Workers, Highest Avg Exposure in Batch
Jul 28, 2026 · 1,029k workers · ILO ILOSTAT / PRIS BLS 2020 · 8 min
5.03
Avg AI
 🇧🇭
Bahrain AI Job Risk 2026: 810k Workers, Gulf Finance Hub
Jul 28, 2026 · 810k workers · ILO ILOSTAT / iGA Bahrain 2025 · 7 min
4.10
Avg AI
 🇹🇹
T&T AI Job Risk 2026: 582k Workers, LNG Economy Ranked
Jul 28, 2026 · 582k workers · ILO ILOSTAT / CSO T&T 2010 · 7 min
4.11
Avg AI
 🇲🇺
Mauritius AI Job Risk 2026: 547k Workers Ranked
Jul 28, 2026 · 547k workers · ILO ILOSTAT / Statistics Mauritius 2024 · 7 min
4.30
Avg AI
 🇬🇦
Gabon AI Job Risk 2026: 511k Workers, Post-Coup Economy
Jul 28, 2026 · 511k workers · ILO ILOSTAT / DGS Gabon 2024 · 7 min
3.74
Avg AI
 🇲🇴
Macau AI Job Risk 2026: 359k Workers, Casino Economy
Jul 28, 2026 · 359k workers · ILO ILOSTAT / DSEC Macao 2025 · 7 min
5.74
Avg AI
 🇧🇳
Brunei AI Job Risk 2026: 223k Workers Ranked
Jul 29, 2026 · 223k workers · ILO ILOSTAT / DEPS Labour Force Survey 2024 · 7 min
4.63
Avg AI
 🇰🇬
Kyrgyzstan AI Job Risk 2026: 2.6M Workers Ranked
Jul 29, 2026 · 2.6M workers · ILO ILOSTAT / NSC Kyrgyz Republic LFS 2023 · 7 min
3.67
Avg AI
 🇧🇦
Bosnia AI Job Risk 2026: 1.2M Workers Ranked
Jul 29, 2026 · 1.2M workers · ILO ILOSTAT / BHAS LFS 2025 · 7 min
4.31
Avg AI
 🇲🇪
Montenegro AI Job Risk 2026: 213k Workers Ranked
Jul 29, 2026 · 213k workers · ILO ILOSTAT / MONSTAT LFS 2020 · 7 min
4.69
Avg AI
 🇬🇶
Equatorial Guinea AI Job Risk 2026: 373k Workers
Jul 29, 2026 · 373k workers · ILO ILOSTAT / INEGE LFS 2025 · 7 min
3.84
Avg AI
 🇬🇾
Guyana AI Job Risk 2026: 248k Workers Ranked
Jul 29, 2026 · 248k workers · ILO ILOSTAT / BoS Guyana LFS 2021 · 7 min
3.76
Avg AI
 🇨🇻
Cape Verde AI Job Risk 2026: 206k Workers Ranked
Jul 29, 2026 · 206k workers · ILO ILOSTAT / INE Cabo Verde LFS 2019 · 7 min
3.62
Avg AI
 🇲🇻
Maldives AI Job Risk 2026: 192k Workers Ranked
Jul 29, 2026 · 192k workers · ILO ILOSTAT / NBS Maldives LFS 2019 · 7 min
4.42
Avg AI
 🇸🇷
Suriname AI Job Risk 2026: 187k Workers Ranked
Jul 29, 2026 · 187k workers · ILO ILOSTAT / ABS Suriname LFS 2016 · 7 min
4.18
Avg AI
 🇹🇱
Timor-Leste AI Job Risk 2026: 357k Workers
Jul 29, 2026 · 357k workers · ILO ILOSTAT / DGE Timor-Leste LFS 2022 · 6 min
3.32
Avg AI
 🇰🇲
Comoros AI Job Risk 2026: 175k Workers Ranked
Jul 29, 2026 · 175k workers · ILO ILOSTAT / DGSCP Comoros LFS 2021 · 6 min
3.69
Avg AI
 🇪🇭
Western Sahara AI Job Risk 2026: 169k Workers
Jul 29, 2026 · 169k workers · ILO ILOSTAT / HCP Morocco LFS 2025 · 6 min
4.51
Avg AI
 🇧🇿
Belize AI Job Risk 2026: 166k Workers Ranked
Jul 29, 2026 · 166k workers · ILO ILOSTAT / SIB LFS 2019 · 6 min
3.67
Avg AI
 🇸🇨
Seychelles AI Job Risk 2026: 26k Workers Ranked
Jul 29, 2026 · 26k workers · ILO ILOSTAT / NBS Seychelles LFS 2024 · 6 min
4.38
Avg AI
 🇧🇸
Bahamas AI Job Risk 2026: 211k Workers Ranked
Jul 29, 2026 · 211k workers · ILO ILOSTAT / Dept of Statistics LFS 2019 · 6 min
4.23
Avg AI
 🇧🇧
Barbados AI Job Risk 2026: 113k Workers Ranked
Jul 29, 2026 · 113k workers · ILO ILOSTAT / BSS LFS 2023 · 6 min
4.36
Avg AI
 🇱🇨
Saint Lucia AI Job Risk 2026: 98k Workers Ranked
Jul 29, 2026 · 98k workers · ILO ILOSTAT / CSO Saint Lucia LFS 2025 · 6 min
4.11
Avg AI
 🇧🇹
Bhutan AI Job Risk 2026: 369k Workers, Agriculture 41.5% Dominant
Jul 31, 2026 · 369k workers · ILO ILOSTAT / NSB Bhutan 2024 · 6 min
3.82
Avg AI
 🇷🇪
Reunion AI Job Risk 2026: 247k Workers, French Overseas Department
Jul 31, 2026 · 247k workers · ILO ILOSTAT / INSEE Reunion LFS 2025 · 7 min
5.11
Avg AI
 🇵🇫
French Polynesia AI Job Risk 2026: 90k Workers, Tourism Economy
Jul 31, 2026 · 90k workers · ILO ILOSTAT / ISPF French Polynesia 2022 · 6 min
5.09
Avg AI
 🇩🇯
Djibouti AI Job Risk 2026: 80k Workers, Logistics Hub Ranked
Jul 31, 2026 · 80k workers · ILO ILOSTAT / DISED Djibouti 2022 · 6 min
4.51
Avg AI
 🇬🇺
Guam AI Job Risk 2026: 62k Workers, US Pacific Territory
Jul 31, 2026 · 62k workers · ILO ILOSTAT / Guam DOLS ACS 2023 · 6 min
5.16
Avg AI
 🇼🇸
Samoa AI Job Risk 2026: 53k Workers, Agriculture 28.2% Dominant
Jul 31, 2026 · 53k workers · ILO ILOSTAT / SBS Samoa LFS 2023 · 6 min
3.83
Avg AI
 🇬🇩
Grenada AI Job Risk 2026: 52k Workers, Lowest Avg in Caribbean Batch
Jul 31, 2026 · 52k workers · ILO ILOSTAT / CSO Grenada LFS 2023 · 6 min
3.24
Avg AI
 🇨🇼
Curacao AI Job Risk 2026: 51k Workers, Dutch Caribbean Ranked
Jul 31, 2026 · 51k workers · ILO ILOSTAT / CBS Curacao LFS 2024 · 6 min
4.70
Avg AI
 🇦🇼
Aruba AI Job Risk 2026: 46k Workers, Tourism Economy Ranked
Jul 31, 2026 · 46k workers · ILO ILOSTAT / CBS Aruba LFS 2023 · 6 min
4.61
Avg AI
 🇮🇲
Isle of Man AI Job Risk 2026: 42k Workers, Offshore Finance
Jul 31, 2026 · 42k workers · ILO ILOSTAT / IOM Gov Statistics · 6 min
5.07
Avg AI
 🇵🇬
Papua New Guinea AI Job Risk 2026: 4M Workers, Agriculture 55% Dominant
Aug 1, 2026 · 4.0M workers · ILO ILOSTAT / NSO Papua New Guinea · 7 min
4.25
Avg AI
 🇸🇧
Solomon Islands AI Job Risk 2026: 363k Workers, Logging Economy Ranked
Aug 1, 2026 · 363k workers · ILO ILOSTAT / SINSO Solomon Islands · 6 min
4.44
Avg AI
 🇫🇯
Fiji AI Job Risk 2026: 319k Workers, Highest Pacific Clerical Share
Aug 1, 2026 · 319k workers · ILO ILOSTAT / FBoS Fiji Labour Force Survey · 7 min
4.44
Avg AI
 🇻🇺
Vanuatu AI Job Risk 2026: 145k Workers, 47% Agriculture
Aug 1, 2026 · 145k workers · ILO ILOSTAT / VNSO Vanuatu · 6 min
4.25
Avg AI
 🇰🇮
Kiribati AI Job Risk 2026: 41k Workers, Sea-Level Rise Primary Threat
Aug 1, 2026 · 41k workers · ILO ILOSTAT / Kiribati NSO · 6 min
4.44
Avg AI
 🇹🇴
Tonga AI Job Risk 2026: 33k Workers, Highest Pacific Professional Share
Aug 1, 2026 · 33k workers · ILO ILOSTAT / Tonga Statistics Department · 6 min
4.25
Avg AI
 🇻🇨
Saint Vincent AI Job Risk 2026: 32k Workers, Highest Score in Batch
Aug 1, 2026 · 32.6k workers · ILO ILOSTAT / Statistical Office SVG · 6 min
5.00
Avg AI
 🇸🇹
Sao Tome AI Job Risk 2026: 27k Workers, Gulf of Guinea Island Ranked
Aug 1, 2026 · 27.6k workers · ILO ILOSTAT / INE Sao Tome e Principe · 6 min
4.25
Avg AI
 🇲🇭
Marshall Islands AI Job Risk 2026: 12k Workers, US Compact Economy
Aug 2, 2026 · 12.4k workers · ILO ILOSTAT / NSO Marshall Islands 2021 · 6 min
4.21
Avg AI
 🇫🇲
Micronesia AI Job Risk 2026: 30k Workers, Agriculture at 37.5%
Aug 2, 2026 · 30.2k workers · ILO ILOSTAT / SBOC FSM 2014 · 6 min
3.82
Avg AI
 🇵🇼
Palau AI Job Risk 2026: 9,550 Workers, Tourism Economy at 4.51/10
Aug 2, 2026 · 9.6k workers · ILO ILOSTAT / Palau OMIP 2023 · 6 min
4.51
Avg AI
 🇹🇻
Tuvalu AI Job Risk 2026: 2,950 Workers, .tv Domain Nation, 100% Literacy
Aug 2, 2026 · 2.9k workers · ILO ILOSTAT / CSD Tuvalu 2022 · 6 min
4.77
Avg AI
 🇳🇷
Nauru AI Job Risk 2026: 93.9% Informal Employment, 2,530 Workers
Aug 2, 2026 · 2.5k workers · ILO ILOSTAT / Nauru Bureau of Statistics 2024 · 6 min
4.49
Avg AI
 🇳🇺
Niue AI Job Risk 2026: 770 Workers, Pacific's Highest Exposure at 4.79/10
Aug 2, 2026 · 770 workers · ILO ILOSTAT / Niue Statistics Office 2022 · 5 min
4.79
Avg AI
 🇨🇰
Cook Islands AI Job Risk 2026: 8,530 Workers, Tourism Shapes Everything
Aug 2, 2026 · 8.5k workers · ILO ILOSTAT / Cook Islands Statistics Office 2023 · 6 min
4.36
Avg AI
 🗂️
Will AI Replace Administrative Assistants? Risk in 2026
Aug 31, 2026 · Occupation analysis · BLS OEWS May 2025 + ILO ILOSTAT 2024 · 8 min
9.0
AI Score
 💻
Will AI Replace IT Support Workers? Risk in 2026
Aug 31, 2026 · Occupation analysis · BLS OEWS May 2025 + ILO ILOSTAT 2024 · 8 min
7.5
AI Score
 🏠
Will AI Replace Real Estate Agents? Risk in 2026
Aug 31, 2026 · Occupation analysis · BLS OEWS May 2025 + ILO ILOSTAT 2024 · 8 min
7.5
AI Score
 📰
Will AI Replace Journalists? The 2026 Risk Picture
Aug 31, 2026 · Occupation analysis · BLS OEWS May 2025 + ILO ILOSTAT 2024 · 8 min
7.0
AI Score
 👨‍🍳
Will AI Replace Chefs and Cooks? The 2026 Risk Picture
Aug 31, 2026 · Occupation analysis · BLS OEWS May 2025 + ILO ILOSTAT 2024 · 7 min
6.5
Robotics
Tier 3 complete

All 205 ILO-data countries published. 302 posts live including editorial, comparison, and occupation analyses. Join to be notified when new posts drop.