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
No countries match these filters.
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.