The Job Doom Index by country
Compare how current AI capability and observed use meet the economic structure of every sovereign state. Each country uses representative occupations covering at least 90% of its modelled GDP, with confidence and fallback status shown explicitly.
CURRENT SIGNAL
World Job Doom map
Green indicates lower current pressure, amber marks the middle, and red means a score nearer 100. The index measures observed job disruption pressure, not inevitable unemployment or a forecast of replacement.
0100
- Countries
- 195
- Canonical jobs
- 59
- Modelled fallbacks
- 3
- Latest comparable evidence
- 26 Jun 2026
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195 COUNTRY PROFILES
Country directory
Country scores combine the same occupation evidence differently according to each economy. Open a profile for its complete job list, weights, timeline, people, companies, source year, and estimation status.
Luxembourg 🇱🇺
Emerging disruption pressure- Job Doom
- 30.2
- GDP coverage
- 91.1%
- Jobs
- 39
- Confidence
- 71/100
Monaco 🇲🇨
Emerging disruption pressure- Job Doom
- 29.5
- GDP coverage
- 90.7%
- Jobs
- 40
- Confidence
- 61/100
Vatican City 🇻🇦
Emerging disruption pressure- Job Doom
- 28.0
- GDP coverage
- 90.6%
- Jobs
- 35
- Confidence
- 51/100
United Kingdom 🇬🇧
Emerging disruption pressure- Job Doom
- 27.8
- GDP coverage
- 90.6%
- Jobs
- 43
- Confidence
- 70/100
United States 🇺🇸
Emerging disruption pressure- Job Doom
- 27.4
- GDP coverage
- 91.0%
- Jobs
- 43
- Confidence
- 71/100
Andorra 🇦🇩
Emerging disruption pressure- Job Doom
- 26.8
- GDP coverage
- 91.0%
- Jobs
- 41
- Confidence
- 71/100
Netherlands 🇳🇱
Emerging disruption pressure- Job Doom
- 26.5
- GDP coverage
- 91.1%
- Jobs
- 44
- Confidence
- 71/100
Singapore 🇸🇬
Emerging disruption pressure- Job Doom
- 26.3
- GDP coverage
- 90.3%
- Jobs
- 40
- Confidence
- 71/100
Switzerland 🇨🇭
Emerging disruption pressure- Job Doom
- 25.7
- GDP coverage
- 90.1%
- Jobs
- 41
- Confidence
- 71/100
Malta 🇲🇹
Emerging disruption pressure- Job Doom
- 25.5
- GDP coverage
- 91.1%
- Jobs
- 40
- Confidence
- 71/100
Israel 🇮🇱
Emerging disruption pressure- Job Doom
- 25.4
- GDP coverage
- 91.0%
- Jobs
- 43
- Confidence
- 71/100
Bahamas 🇧🇸
Emerging disruption pressure- Job Doom
- 25.2
- GDP coverage
- 91.3%
- Jobs
- 39
- Confidence
- 70/100
Cyprus 🇨🇾
Emerging disruption pressure- Job Doom
- 25.2
- GDP coverage
- 90.3%
- Jobs
- 41
- Confidence
- 71/100
France 🇫🇷
Emerging disruption pressure- Job Doom
- 25.2
- GDP coverage
- 91.2%
- Jobs
- 44
- Confidence
- 71/100
Greece 🇬🇷
Emerging disruption pressure- Job Doom
- 25.0
- GDP coverage
- 90.4%
- Jobs
- 44
- Confidence
- 71/100
Barbados 🇧🇧
Emerging disruption pressure- Job Doom
- 24.9
- GDP coverage
- 90.3%
- Jobs
- 42
- Confidence
- 71/100
Portugal 🇵🇹
Emerging disruption pressure- Job Doom
- 24.8
- GDP coverage
- 90.4%
- Jobs
- 44
- Confidence
- 71/100
Belgium 🇧🇪
Emerging disruption pressure- Job Doom
- 24.4
- GDP coverage
- 90.8%
- Jobs
- 43
- Confidence
- 71/100
Estonia 🇪🇪
Emerging disruption pressure- Job Doom
- 24.4
- GDP coverage
- 91.1%
- Jobs
- 45
- Confidence
- 71/100
Montenegro 🇲🇪
Emerging disruption pressure- Job Doom
- 24.4
- GDP coverage
- 90.2%
- Jobs
- 43
- Confidence
- 71/100
St. Kitts and Nevis 🇰🇳
Emerging disruption pressure- Job Doom
- 24.4
- GDP coverage
- 90.7%
- Jobs
- 44
- Confidence
- 71/100
Costa Rica 🇨🇷
Emerging disruption pressure- Job Doom
- 24.3
- GDP coverage
- 90.8%
- Jobs
- 44
- Confidence
- 71/100
Spain 🇪🇸
Emerging disruption pressure- Job Doom
- 24.3
- GDP coverage
- 90.7%
- Jobs
- 45
- Confidence
- 71/100
Latvia 🇱🇻
Emerging disruption pressure- Job Doom
- 24.1
- GDP coverage
- 90.0%
- Jobs
- 45
- Confidence
- 71/100
New Zealand 🇳🇿
Emerging disruption pressure- Job Doom
- 24.1
- GDP coverage
- 90.6%
- Jobs
- 46
- Confidence
- 71/100
Croatia 🇭🇷
Emerging disruption pressure- Job Doom
- 24.0
- GDP coverage
- 90.2%
- Jobs
- 45
- Confidence
- 71/100
Uruguay 🇺🇾
Emerging disruption pressure- Job Doom
- 24.0
- GDP coverage
- 90.2%
- Jobs
- 45
- Confidence
- 71/100
Iceland 🇮🇸
Emerging disruption pressure- Job Doom
- 23.9
- GDP coverage
- 90.5%
- Jobs
- 46
- Confidence
- 71/100
Sweden 🇸🇪
Emerging disruption pressure- Job Doom
- 23.9
- GDP coverage
- 90.3%
- Jobs
- 44
- Confidence
- 71/100
Seychelles 🇸🇨
Emerging disruption pressure- Job Doom
- 23.8
- GDP coverage
- 90.4%
- Jobs
- 44
- Confidence
- 71/100
St. Lucia 🇱🇨
Emerging disruption pressure- Job Doom
- 23.8
- GDP coverage
- 90.3%
- Jobs
- 41
- Confidence
- 71/100
Australia 🇦🇺
Emerging disruption pressure- Job Doom
- 23.7
- GDP coverage
- 90.3%
- Jobs
- 45
- Confidence
- 71/100
Lebanon 🇱🇧
Emerging disruption pressure- Job Doom
- 23.6
- GDP coverage
- 90.8%
- Jobs
- 37
- Confidence
- 71/100
Palau 🇵🇼
Emerging disruption pressure- Job Doom
- 23.6
- GDP coverage
- 90.1%
- Jobs
- 41
- Confidence
- 71/100
Denmark 🇩🇰
Emerging disruption pressure- Job Doom
- 23.5
- GDP coverage
- 91.1%
- Jobs
- 43
- Confidence
- 71/100
Bulgaria 🇧🇬
Emerging disruption pressure- Job Doom
- 23.4
- GDP coverage
- 90.3%
- Jobs
- 45
- Confidence
- 71/100
Panama 🇵🇦
Emerging disruption pressure- Job Doom
- 23.4
- GDP coverage
- 90.9%
- Jobs
- 45
- Confidence
- 71/100
Lithuania 🇱🇹
Emerging disruption pressure- Job Doom
- 23.3
- GDP coverage
- 90.8%
- Jobs
- 45
- Confidence
- 71/100
Antigua and Barbuda 🇦🇬
Emerging disruption pressure- Job Doom
- 23.2
- GDP coverage
- 90.2%
- Jobs
- 42
- Confidence
- 71/100
Austria 🇦🇹
Emerging disruption pressure- Job Doom
- 23.2
- GDP coverage
- 90.6%
- Jobs
- 44
- Confidence
- 71/100
Finland 🇫🇮
Emerging disruption pressure- Job Doom
- 23.0
- GDP coverage
- 90.9%
- Jobs
- 45
- Confidence
- 71/100
Italy 🇮🇹
Emerging disruption pressure- Job Doom
- 22.8
- GDP coverage
- 90.3%
- Jobs
- 44
- Confidence
- 71/100
Japan 🇯🇵
Emerging disruption pressure- Job Doom
- 22.8
- GDP coverage
- 90.6%
- Jobs
- 43
- Confidence
- 71/100
Maldives 🇲🇻
Emerging disruption pressure- Job Doom
- 22.8
- GDP coverage
- 90.6%
- Jobs
- 41
- Confidence
- 71/100
Canada 🇨🇦
Emerging disruption pressure- Job Doom
- 22.7
- GDP coverage
- 90.3%
- Jobs
- 46
- Confidence
- 71/100
Germany 🇩🇪
Emerging disruption pressure- Job Doom
- 22.7
- GDP coverage
- 90.5%
- Jobs
- 43
- Confidence
- 71/100
Hungary 🇭🇺
Emerging disruption pressure- Job Doom
- 22.7
- GDP coverage
- 91.1%
- Jobs
- 45
- Confidence
- 71/100
Ireland 🇮🇪
Emerging disruption pressure- Job Doom
- 22.6
- GDP coverage
- 90.5%
- Jobs
- 39
- Confidence
- 71/100
Liechtenstein 🇱🇮
Emerging disruption pressure- Job Doom
- 22.6
- GDP coverage
- 90.4%
- Jobs
- 39
- Confidence
- 71/100
Nauru 🇳🇷
Emerging disruption pressure- Job Doom
- 22.6
- GDP coverage
- 90.8%
- Jobs
- 43
- Confidence
- 51/100
Slovenia 🇸🇮
Emerging disruption pressure- Job Doom
- 22.5
- GDP coverage
- 91.0%
- Jobs
- 45
- Confidence
- 71/100
Cuba 🇨🇺
Emerging disruption pressure- Job Doom
- 22.3
- GDP coverage
- 91.1%
- Jobs
- 45
- Confidence
- 71/100
Poland 🇵🇱
Emerging disruption pressure- Job Doom
- 22.3
- GDP coverage
- 91.1%
- Jobs
- 46
- Confidence
- 71/100
Tuvalu 🇹🇻
Emerging disruption pressure- Job Doom
- 22.3
- GDP coverage
- 91.1%
- Jobs
- 40
- Confidence
- 63/100
Cabo Verde 🇨🇻
Emerging disruption pressure- Job Doom
- 22.1
- GDP coverage
- 90.6%
- Jobs
- 43
- Confidence
- 71/100
St. Vincent and the Grenadines 🇻🇨
Emerging disruption pressure- Job Doom
- 22.1
- GDP coverage
- 90.7%
- Jobs
- 44
- Confidence
- 71/100
Czechia 🇨🇿
Emerging disruption pressure- Job Doom
- 22.0
- GDP coverage
- 91.2%
- Jobs
- 45
- Confidence
- 71/100
Romania 🇷🇴
Emerging disruption pressure- Job Doom
- 22.0
- GDP coverage
- 90.3%
- Jobs
- 46
- Confidence
- 71/100
Georgia 🇬🇪
Emerging disruption pressure- Job Doom
- 21.9
- GDP coverage
- 90.4%
- Jobs
- 46
- Confidence
- 71/100
Grenada 🇬🇩
Emerging disruption pressure- Job Doom
- 21.8
- GDP coverage
- 90.4%
- Jobs
- 43
- Confidence
- 71/100
Slovak Republic 🇸🇰
Emerging disruption pressure- Job Doom
- 21.8
- GDP coverage
- 90.3%
- Jobs
- 45
- Confidence
- 71/100
Moldova 🇲🇩
Emerging disruption pressure- Job Doom
- 21.7
- GDP coverage
- 90.3%
- Jobs
- 46
- Confidence
- 71/100
Samoa 🇼🇸
Emerging disruption pressure- Job Doom
- 21.6
- GDP coverage
- 90.8%
- Jobs
- 43
- Confidence
- 71/100
Serbia 🇷🇸
Emerging disruption pressure- Job Doom
- 21.5
- GDP coverage
- 90.3%
- Jobs
- 45
- Confidence
- 71/100
Ukraine 🇺🇦
Emerging disruption pressure- Job Doom
- 21.5
- GDP coverage
- 90.2%
- Jobs
- 46
- Confidence
- 71/100
Djibouti 🇩🇯
Emerging disruption pressure- Job Doom
- 21.3
- GDP coverage
- 90.8%
- Jobs
- 42
- Confidence
- 71/100
Russia 🇷🇺
Emerging disruption pressure- Job Doom
- 21.3
- GDP coverage
- 90.8%
- Jobs
- 48
- Confidence
- 70/100
Bosnia and Herzegovina 🇧🇦
Emerging disruption pressure- Job Doom
- 21.2
- GDP coverage
- 90.8%
- Jobs
- 46
- Confidence
- 71/100
Brazil 🇧🇷
Emerging disruption pressure- Job Doom
- 21.2
- GDP coverage
- 91.1%
- Jobs
- 46
- Confidence
- 71/100
Botswana 🇧🇼
Emerging disruption pressure- Job Doom
- 20.8
- GDP coverage
- 91.0%
- Jobs
- 47
- Confidence
- 70/100
San Marino 🇸🇲
Emerging disruption pressure- Job Doom
- 20.8
- GDP coverage
- 90.6%
- Jobs
- 39
- Confidence
- 71/100
South Korea 🇰🇷
Emerging disruption pressure- Job Doom
- 20.8
- GDP coverage
- 90.9%
- Jobs
- 43
- Confidence
- 71/100
Bahrain 🇧🇭
Emerging disruption pressure- Job Doom
- 20.7
- GDP coverage
- 90.6%
- Jobs
- 45
- Confidence
- 70/100
Belize 🇧🇿
Emerging disruption pressure- Job Doom
- 20.7
- GDP coverage
- 90.4%
- Jobs
- 45
- Confidence
- 71/100
El Salvador 🇸🇻
Emerging disruption pressure- Job Doom
- 20.7
- GDP coverage
- 90.6%
- Jobs
- 46
- Confidence
- 71/100
South Africa 🇿🇦
Emerging disruption pressure- Job Doom
- 20.7
- GDP coverage
- 90.1%
- Jobs
- 45
- Confidence
- 71/100
Türkiye 🇹🇷
Emerging disruption pressure- Job Doom
- 20.7
- GDP coverage
- 90.0%
- Jobs
- 44
- Confidence
- 71/100
Argentina 🇦🇷
Emerging disruption pressure- Job Doom
- 20.6
- GDP coverage
- 90.7%
- Jobs
- 46
- Confidence
- 71/100
Chile 🇨🇱
Emerging disruption pressure- Job Doom
- 20.6
- GDP coverage
- 90.5%
- Jobs
- 47
- Confidence
- 71/100
Micronesia 🇫🇲
Emerging disruption pressure- Job Doom
- 20.6
- GDP coverage
- 90.6%
- Jobs
- 38
- Confidence
- 72/100
Trinidad and Tobago 🇹🇹
Emerging disruption pressure- Job Doom
- 20.6
- GDP coverage
- 90.8%
- Jobs
- 47
- Confidence
- 71/100
Armenia 🇦🇲
Emerging disruption pressure- Job Doom
- 20.5
- GDP coverage
- 91.0%
- Jobs
- 47
- Confidence
- 71/100
Guatemala 🇬🇹
Emerging disruption pressure- Job Doom
- 20.5
- GDP coverage
- 90.9%
- Jobs
- 46
- Confidence
- 71/100
Marshall Islands 🇲🇭
Emerging disruption pressure- Job Doom
- 20.4
- GDP coverage
- 90.4%
- Jobs
- 43
- Confidence
- 72/100
Sao Tome and Principe 🇸🇹
Emerging disruption pressure- Job Doom
- 20.4
- GDP coverage
- 90.6%
- Jobs
- 34
- Confidence
- 72/100
Mauritius 🇲🇺
Emerging disruption pressure- Job Doom
- 20.2
- GDP coverage
- 90.7%
- Jobs
- 44
- Confidence
- 71/100
Norway 🇳🇴
Emerging disruption pressure- Job Doom
- 20.1
- GDP coverage
- 90.8%
- Jobs
- 47
- Confidence
- 70/100
Jamaica 🇯🇲
Emerging disruption pressure- Job Doom
- 20.0
- GDP coverage
- 90.9%
- Jobs
- 46
- Confidence
- 71/100
North Macedonia 🇲🇰
Limited disruption pressure- Job Doom
- 19.8
- GDP coverage
- 90.6%
- Jobs
- 46
- Confidence
- 71/100
Philippines 🇵🇭
Limited disruption pressure- Job Doom
- 19.6
- GDP coverage
- 90.3%
- Jobs
- 46
- Confidence
- 71/100
Sri Lanka 🇱🇰
Limited disruption pressure- Job Doom
- 19.6
- GDP coverage
- 90.1%
- Jobs
- 45
- Confidence
- 71/100
Mexico 🇲🇽
Limited disruption pressure- Job Doom
- 19.5
- GDP coverage
- 90.6%
- Jobs
- 45
- Confidence
- 71/100
State of Palestine 🇵🇸
Limited disruption pressure- Job Doom
- 19.5
- GDP coverage
- 90.5%
- Jobs
- 42
- Confidence
- 71/100
Jordan 🇯🇴
Limited disruption pressure- Job Doom
- 19.4
- GDP coverage
- 91.0%
- Jobs
- 46
- Confidence
- 71/100
Colombia 🇨🇴
Limited disruption pressure- Job Doom
- 19.3
- GDP coverage
- 90.8%
- Jobs
- 47
- Confidence
- 72/100
Dominica 🇩🇲
Limited disruption pressure- Job Doom
- 18.9
- GDP coverage
- 90.7%
- Jobs
- 45
- Confidence
- 71/100
Fiji 🇫🇯
Limited disruption pressure- Job Doom
- 18.8
- GDP coverage
- 90.4%
- Jobs
- 43
- Confidence
- 72/100
Kazakhstan 🇰🇿
Limited disruption pressure- Job Doom
- 18.8
- GDP coverage
- 90.8%
- Jobs
- 48
- Confidence
- 71/100
Dominican Republic 🇩🇴
Limited disruption pressure- Job Doom
- 18.6
- GDP coverage
- 91.0%
- Jobs
- 46
- Confidence
- 71/100
Ecuador 🇪🇨
Limited disruption pressure- Job Doom
- 18.6
- GDP coverage
- 90.7%
- Jobs
- 48
- Confidence
- 71/100
China 🇨🇳
Limited disruption pressure- Job Doom
- 18.4
- GDP coverage
- 90.5%
- Jobs
- 45
- Confidence
- 71/100
Belarus 🇧🇾
Limited disruption pressure- Job Doom
- 18.2
- GDP coverage
- 90.1%
- Jobs
- 45
- Confidence
- 71/100
United Arab Emirates 🇦🇪
Limited disruption pressure- Job Doom
- 18.2
- GDP coverage
- 90.2%
- Jobs
- 45
- Confidence
- 71/100
Saudi Arabia 🇸🇦
Limited disruption pressure- Job Doom
- 18.1
- GDP coverage
- 90.7%
- Jobs
- 47
- Confidence
- 71/100
Thailand 🇹🇭
Limited disruption pressure- Job Doom
- 18.0
- GDP coverage
- 90.1%
- Jobs
- 43
- Confidence
- 71/100
Timor-Leste 🇹🇱
Limited disruption pressure- Job Doom
- 18.0
- GDP coverage
- 90.7%
- Jobs
- 40
- Confidence
- 72/100
Albania 🇦🇱
Limited disruption pressure- Job Doom
- 17.9
- GDP coverage
- 90.2%
- Jobs
- 46
- Confidence
- 72/100
Kuwait 🇰🇼
Limited disruption pressure- Job Doom
- 17.9
- GDP coverage
- 90.9%
- Jobs
- 45
- Confidence
- 70/100
Malaysia 🇲🇾
Limited disruption pressure- Job Doom
- 17.9
- GDP coverage
- 90.8%
- Jobs
- 46
- Confidence
- 72/100
Equatorial Guinea 🇬🇶
Limited disruption pressure- Job Doom
- 17.8
- GDP coverage
- 90.9%
- Jobs
- 47
- Confidence
- 71/100
Peru 🇵🇪
Limited disruption pressure- Job Doom
- 17.7
- GDP coverage
- 90.6%
- Jobs
- 47
- Confidence
- 71/100
Suriname 🇸🇷
Limited disruption pressure- Job Doom
- 17.7
- GDP coverage
- 90.1%
- Jobs
- 47
- Confidence
- 71/100
Paraguay 🇵🇾
Limited disruption pressure- Job Doom
- 17.3
- GDP coverage
- 91.0%
- Jobs
- 46
- Confidence
- 72/100
Tunisia 🇹🇳
Limited disruption pressure- Job Doom
- 17.3
- GDP coverage
- 90.1%
- Jobs
- 42
- Confidence
- 72/100
Lesotho 🇱🇸
Limited disruption pressure- Job Doom
- 17.2
- GDP coverage
- 90.5%
- Jobs
- 44
- Confidence
- 71/100
Iraq 🇮🇶
Limited disruption pressure- Job Doom
- 17.0
- GDP coverage
- 90.1%
- Jobs
- 44
- Confidence
- 70/100
Tonga 🇹🇴
Limited disruption pressure- Job Doom
- 17.0
- GDP coverage
- 90.7%
- Jobs
- 45
- Confidence
- 72/100
Kiribati 🇰🇮
Limited disruption pressure- Job Doom
- 16.8
- GDP coverage
- 90.5%
- Jobs
- 40
- Confidence
- 72/100
Oman 🇴🇲
Limited disruption pressure- Job Doom
- 16.8
- GDP coverage
- 90.7%
- Jobs
- 46
- Confidence
- 70/100
Turkmenistan 🇹🇲
Limited disruption pressure- Job Doom
- 16.7
- GDP coverage
- 90.4%
- Jobs
- 47
- Confidence
- 71/100
Azerbaijan 🇦🇿
Limited disruption pressure- Job Doom
- 16.6
- GDP coverage
- 90.9%
- Jobs
- 47
- Confidence
- 71/100
Nepal 🇳🇵
Limited disruption pressure- Job Doom
- 16.3
- GDP coverage
- 90.6%
- Jobs
- 42
- Confidence
- 72/100
Eswatini 🇸🇿
Limited disruption pressure- Job Doom
- 16.1
- GDP coverage
- 90.2%
- Jobs
- 40
- Confidence
- 72/100
Iran 🇮🇷
Limited disruption pressure- Job Doom
- 16.1
- GDP coverage
- 90.7%
- Jobs
- 46
- Confidence
- 72/100
Nigeria 🇳🇬
Limited disruption pressure- Job Doom
- 16.1
- GDP coverage
- 90.4%
- Jobs
- 43
- Confidence
- 72/100
Qatar 🇶🇦
Limited disruption pressure- Job Doom
- 16.1
- GDP coverage
- 90.1%
- Jobs
- 43
- Confidence
- 70/100
Eritrea 🇪🇷
Limited disruption pressure- Job Doom
- 16.0
- GDP coverage
- 90.5%
- Jobs
- 39
- Confidence
- 63/100
Honduras 🇭🇳
Limited disruption pressure- Job Doom
- 16.0
- GDP coverage
- 90.6%
- Jobs
- 43
- Confidence
- 72/100
Kyrgyz Republic 🇰🇬
Limited disruption pressure- Job Doom
- 16.0
- GDP coverage
- 90.8%
- Jobs
- 44
- Confidence
- 72/100
Morocco 🇲🇦
Limited disruption pressure- Job Doom
- 16.0
- GDP coverage
- 90.5%
- Jobs
- 43
- Confidence
- 72/100
Namibia 🇳🇦
Limited disruption pressure- Job Doom
- 16.0
- GDP coverage
- 90.8%
- Jobs
- 46
- Confidence
- 71/100
Vietnam 🇻🇳
Limited disruption pressure- Job Doom
- 15.9
- GDP coverage
- 90.7%
- Jobs
- 45
- Confidence
- 72/100
Zambia 🇿🇲
Limited disruption pressure- Job Doom
- 15.9
- GDP coverage
- 90.9%
- Jobs
- 45
- Confidence
- 71/100
Mongolia 🇲🇳
Limited disruption pressure- Job Doom
- 15.8
- GDP coverage
- 90.6%
- Jobs
- 47
- Confidence
- 71/100
Togo 🇹🇬
Limited disruption pressure- Job Doom
- 15.7
- GDP coverage
- 90.9%
- Jobs
- 43
- Confidence
- 72/100
Haiti 🇭🇹
Limited disruption pressure- Job Doom
- 15.6
- GDP coverage
- 90.3%
- Jobs
- 41
- Confidence
- 72/100
Kenya 🇰🇪
Limited disruption pressure- Job Doom
- 15.4
- GDP coverage
- 90.3%
- Jobs
- 42
- Confidence
- 72/100
Vanuatu 🇻🇺
Limited disruption pressure- Job Doom
- 15.4
- GDP coverage
- 90.5%
- Jobs
- 39
- Confidence
- 72/100
Côte d'Ivoire 🇨🇮
Limited disruption pressure- Job Doom
- 15.3
- GDP coverage
- 90.8%
- Jobs
- 43
- Confidence
- 72/100
Bolivia 🇧🇴
Limited disruption pressure- Job Doom
- 15.2
- GDP coverage
- 90.1%
- Jobs
- 45
- Confidence
- 71/100
Indonesia 🇮🇩
Limited disruption pressure- Job Doom
- 15.2
- GDP coverage
- 90.1%
- Jobs
- 45
- Confidence
- 72/100
Brunei 🇧🇳
Limited disruption pressure- Job Doom
- 15.1
- GDP coverage
- 90.2%
- Jobs
- 43
- Confidence
- 70/100
Pakistan 🇵🇰
Limited disruption pressure- Job Doom
- 15.1
- GDP coverage
- 90.5%
- Jobs
- 41
- Confidence
- 72/100
Benin 🇧🇯
Limited disruption pressure- Job Doom
- 15.0
- GDP coverage
- 90.1%
- Jobs
- 41
- Confidence
- 72/100
Bhutan 🇧🇹
Limited disruption pressure- Job Doom
- 15.0
- GDP coverage
- 90.7%
- Jobs
- 44
- Confidence
- 72/100
Bangladesh 🇧🇩
Limited disruption pressure- Job Doom
- 14.9
- GDP coverage
- 90.4%
- Jobs
- 42
- Confidence
- 72/100
Cameroon 🇨🇲
Limited disruption pressure- Job Doom
- 14.8
- GDP coverage
- 90.3%
- Jobs
- 42
- Confidence
- 72/100
India 🇮🇳
Limited disruption pressure- Job Doom
- 14.8
- GDP coverage
- 90.0%
- Jobs
- 42
- Confidence
- 72/100
Republic of the Congo 🇨🇬
Limited disruption pressure- Job Doom
- 14.7
- GDP coverage
- 90.4%
- Jobs
- 45
- Confidence
- 71/100
South Sudan 🇸🇸
Limited disruption pressure- Job Doom
- 14.7
- GDP coverage
- 90.8%
- Jobs
- 39
- Confidence
- 71/100
Gabon 🇬🇦
Limited disruption pressure- Job Doom
- 14.5
- GDP coverage
- 90.4%
- Jobs
- 46
- Confidence
- 71/100
Gambia, The 🇬🇲
Limited disruption pressure- Job Doom
- 14.5
- GDP coverage
- 90.9%
- Jobs
- 35
- Confidence
- 72/100
Rwanda 🇷🇼
Limited disruption pressure- Job Doom
- 14.5
- GDP coverage
- 91.0%
- Jobs
- 39
- Confidence
- 72/100
Senegal 🇸🇳
Limited disruption pressure- Job Doom
- 14.5
- GDP coverage
- 90.1%
- Jobs
- 42
- Confidence
- 72/100
Algeria 🇩🇿
Limited disruption pressure- Job Doom
- 14.4
- GDP coverage
- 90.2%
- Jobs
- 47
- Confidence
- 72/100
Egypt 🇪🇬
Limited disruption pressure- Job Doom
- 14.4
- GDP coverage
- 90.1%
- Jobs
- 41
- Confidence
- 72/100
Zimbabwe 🇿🇼
Limited disruption pressure- Job Doom
- 14.4
- GDP coverage
- 90.1%
- Jobs
- 43
- Confidence
- 72/100
Nicaragua 🇳🇮
Limited disruption pressure- Job Doom
- 14.3
- GDP coverage
- 90.7%
- Jobs
- 43
- Confidence
- 72/100
Uzbekistan 🇺🇿
Limited disruption pressure- Job Doom
- 14.1
- GDP coverage
- 90.1%
- Jobs
- 41
- Confidence
- 72/100
Madagascar 🇲🇬
Limited disruption pressure- Job Doom
- 14.0
- GDP coverage
- 90.6%
- Jobs
- 38
- Confidence
- 72/100
Malawi 🇲🇼
Limited disruption pressure- Job Doom
- 14.0
- GDP coverage
- 90.1%
- Jobs
- 33
- Confidence
- 73/100
Democratic Republic of the Congo 🇨🇩
Limited disruption pressure- Job Doom
- 13.9
- GDP coverage
- 90.1%
- Jobs
- 40
- Confidence
- 71/100
Laos 🇱🇦
Limited disruption pressure- Job Doom
- 13.9
- GDP coverage
- 90.5%
- Jobs
- 43
- Confidence
- 72/100
Comoros 🇰🇲
Limited disruption pressure- Job Doom
- 13.5
- GDP coverage
- 90.3%
- Jobs
- 35
- Confidence
- 73/100
Ghana 🇬🇭
Limited disruption pressure- Job Doom
- 13.4
- GDP coverage
- 90.3%
- Jobs
- 42
- Confidence
- 72/100
Solomon Islands 🇸🇧
Limited disruption pressure- Job Doom
- 13.4
- GDP coverage
- 90.2%
- Jobs
- 41
- Confidence
- 73/100
Angola 🇦🇴
Limited disruption pressure- Job Doom
- 13.3
- GDP coverage
- 90.1%
- Jobs
- 43
- Confidence
- 72/100
Central African Republic 🇨🇫
Limited disruption pressure- Job Doom
- 13.3
- GDP coverage
- 90.8%
- Jobs
- 33
- Confidence
- 73/100
Afghanistan 🇦🇫
Limited disruption pressure- Job Doom
- 13.2
- GDP coverage
- 90.2%
- Jobs
- 35
- Confidence
- 73/100
Mauritania 🇲🇷
Limited disruption pressure- Job Doom
- 13.2
- GDP coverage
- 90.9%
- Jobs
- 43
- Confidence
- 72/100
Mozambique 🇲🇿
Limited disruption pressure- Job Doom
- 13.2
- GDP coverage
- 90.8%
- Jobs
- 38
- Confidence
- 72/100
Burkina Faso 🇧🇫
Limited disruption pressure- Job Doom
- 13.1
- GDP coverage
- 90.9%
- Jobs
- 39
- Confidence
- 72/100
Papua New Guinea 🇵🇬
Limited disruption pressure- Job Doom
- 13.1
- GDP coverage
- 90.5%
- Jobs
- 39
- Confidence
- 72/100
Uganda 🇺🇬
Limited disruption pressure- Job Doom
- 13.1
- GDP coverage
- 90.6%
- Jobs
- 37
- Confidence
- 73/100
Burundi 🇧🇮
Limited disruption pressure- Job Doom
- 12.9
- GDP coverage
- 90.3%
- Jobs
- 34
- Confidence
- 73/100
Yemen, Rep. 🇾🇪
Limited disruption pressure- Job Doom
- 12.8
- GDP coverage
- 90.1%
- Jobs
- 37
- Confidence
- 73/100
Myanmar 🇲🇲
Limited disruption pressure- Job Doom
- 12.6
- GDP coverage
- 90.4%
- Jobs
- 39
- Confidence
- 72/100
Sierra Leone 🇸🇱
Limited disruption pressure- Job Doom
- 12.6
- GDP coverage
- 90.9%
- Jobs
- 38
- Confidence
- 73/100
Tajikistan 🇹🇯
Limited disruption pressure- Job Doom
- 12.6
- GDP coverage
- 90.5%
- Jobs
- 41
- Confidence
- 72/100
Syria 🇸🇾
Limited disruption pressure- Job Doom
- 12.5
- GDP coverage
- 90.4%
- Jobs
- 34
- Confidence
- 73/100
Liberia 🇱🇷
Limited disruption pressure- Job Doom
- 12.3
- GDP coverage
- 90.0%
- Jobs
- 34
- Confidence
- 73/100
Cambodia 🇰🇭
Limited disruption pressure- Job Doom
- 12.2
- GDP coverage
- 90.1%
- Jobs
- 39
- Confidence
- 72/100
Guinea 🇬🇳
Limited disruption pressure- Job Doom
- 12.2
- GDP coverage
- 90.8%
- Jobs
- 40
- Confidence
- 73/100
Guinea-Bissau 🇬🇼
Limited disruption pressure- Job Doom
- 12.1
- GDP coverage
- 90.6%
- Jobs
- 35
- Confidence
- 73/100
Mali 🇲🇱
Limited disruption pressure- Job Doom
- 12.1
- GDP coverage
- 90.6%
- Jobs
- 37
- Confidence
- 73/100
Ethiopia 🇪🇹
Limited disruption pressure- Job Doom
- 11.9
- GDP coverage
- 90.3%
- Jobs
- 36
- Confidence
- 73/100
Sudan 🇸🇩
Limited disruption pressure- Job Doom
- 11.9
- GDP coverage
- 90.7%
- Jobs
- 37
- Confidence
- 72/100
Venezuela 🇻🇪
Limited disruption pressure- Job Doom
- 11.8
- GDP coverage
- 90.6%
- Jobs
- 40
- Confidence
- 71/100
Chad 🇹🇩
Limited disruption pressure- Job Doom
- 11.5
- GDP coverage
- 90.2%
- Jobs
- 36
- Confidence
- 73/100
Libya 🇱🇾
Limited disruption pressure- Job Doom
- 11.5
- GDP coverage
- 90.2%
- Jobs
- 36
- Confidence
- 70/100
Tanzania 🇹🇿
Limited disruption pressure- Job Doom
- 11.5
- GDP coverage
- 90.3%
- Jobs
- 40
- Confidence
- 72/100
North Korea 🇰🇵
Limited disruption pressure- Job Doom
- 10.9
- GDP coverage
- 90.3%
- Jobs
- 36
- Confidence
- 52/100
Somalia, Fed. Rep. 🇸🇴
Limited disruption pressure- Job Doom
- 10.9
- GDP coverage
- 90.2%
- Jobs
- 31
- Confidence
- 65/100
Niger 🇳🇪
Limited disruption pressure- Job Doom
- 10.5
- GDP coverage
- 90.3%
- Jobs
- 34
- Confidence
- 74/100
Guyana 🇬🇾
Limited disruption pressure- Job Doom
- 9.3
- GDP coverage
- 90.3%
- Jobs
- 29
- Confidence
- 71/100
WHAT THE NUMBER MEANS
Capability, use, then evidence
Occupation scores combine ILO task exposure, observed Anthropic usage, and a deliberately weak labour-market signal. Country weights start with World Bank sector value added and use a documented sector-to-occupation allocation.
35%Theoretical task exposure
55%Observed professional AI use
10%Early labour-market signal
Primary sources: ILO/NASK exposure index, Anthropic observed exposure, World Development Indicators, and Natural Earth.