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Mapped: Which Countries Are Most Prepared For AI?


The Most Prepared Countries For AI

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Artificial intelligence is set to dramatically transform the global economy, revolutionizing everything from labor markets to digital infrastructure and supply chains.

According to the International Monetary Fund (IMF), almost 40% of global employment is exposed to AI, with certain industries more exposed to AI-driven automation than others.

This map visualizes the top 10 countries most prepared for AI, according to the IMFโ€™s AI Preparedness Index, with shading to indicate the rankings of the remaining 164 countries included in the index.

The index covers a total of 174 countries for 2023, and draws from data from eight institutions, including the International Labour Organization, World Bank, World Economic Forum, and more.

Top Countries For AI Preparedness

Below, we show the AI preparedness index scores for all 174 countries, according to the IMF.

Rank Country AI Preparedness Index Score (0-1)
1 ๐Ÿ‡ธ๐Ÿ‡ฌ Singapore 0.80
2 ๐Ÿ‡ฉ๐Ÿ‡ฐ Denmark 0.78
3 ๐Ÿ‡บ๐Ÿ‡ธ United States 0.77
4 ๐Ÿ‡ณ๐Ÿ‡ฑ Netherlands 0.77
5 ๐Ÿ‡ช๐Ÿ‡ช Estonia 0.76
6 ๐Ÿ‡ซ๐Ÿ‡ฎ Finland 0.76
7 ๐Ÿ‡จ๐Ÿ‡ญ Switzerland 0.76
8 ๐Ÿ‡ณ๐Ÿ‡ฟ New Zealand 0.75
9 ๐Ÿ‡ฉ๐Ÿ‡ช Germany 0.75
10 ๐Ÿ‡ธ๐Ÿ‡ช Sweden 0.75
11 ๐Ÿ‡ฑ๐Ÿ‡บ Luxembourg 0.74
12 ๐Ÿ‡ฏ๐Ÿ‡ต Japan 0.73
13 ๐Ÿ‡ฌ๐Ÿ‡ง United Kingdom 0.73
14 ๐Ÿ‡ฆ๐Ÿ‡บ Australia 0.73
15 ๐Ÿ‡ฐ๐Ÿ‡ท South Korea 0.73
16 ๐Ÿ‡ฎ๐Ÿ‡ฑ Israel 0.73
17 ๐Ÿ‡ฆ๐Ÿ‡น Austria 0.72
18 ๐Ÿ‡จ๐Ÿ‡ฆ Canada 0.71
19 ๐Ÿ‡ณ๐Ÿ‡ด Norway 0.71
20 ๐Ÿ‡ญ๐Ÿ‡ฐ Hong Kong 0.70
21 ๐Ÿ‡ฎ๐Ÿ‡ธ Iceland 0.70
22 ๐Ÿ‡ซ๐Ÿ‡ท France 0.70
23 ๐Ÿ‡ฎ๐Ÿ‡ช Ireland 0.69
24 ๐Ÿ‡ง๐Ÿ‡ช Belgium 0.67
25 ๐Ÿ‡น๐Ÿ‡ผ Taiwan 0.67
26 ๐Ÿ‡ฑ๐Ÿ‡น Lithuania 0.66
27 ๐Ÿ‡ฒ๐Ÿ‡น Malta 0.66
28 ๐Ÿ‡ช๐Ÿ‡ธ Spain 0.65
29 ๐Ÿ‡จ๐Ÿ‡ฟ Czech Republic 0.65
30 ๐Ÿ‡ต๐Ÿ‡น Portugal 0.65
31 ๐Ÿ‡จ๐Ÿ‡ณ China 0.64
32 ๐Ÿ‡ธ๐Ÿ‡ฎ Slovenia 0.63
33 ๐Ÿ‡ฑ๐Ÿ‡ป Latvia 0.63
34 ๐Ÿ‡จ๐Ÿ‡พ Cyprus 0.63
35 ๐Ÿ‡ฒ๐Ÿ‡พ Malaysia 0.63
36 ๐Ÿ‡ฆ๐Ÿ‡ช United Arab Emirates 0.63
37 ๐Ÿ‡ฎ๐Ÿ‡น Italy 0.62
38 ๐Ÿ‡ต๐Ÿ‡ฑ Poland 0.60
39 ๐Ÿ‡ธ๐Ÿ‡ฐ Slovak Republic 0.59
40 ๐Ÿ‡จ๐Ÿ‡ฑ Chile 0.59
41 ๐Ÿ‡ท๐Ÿ‡ด Romania 0.58
42 ๐Ÿ‡ฌ๐Ÿ‡ท Greece 0.58
43 ๐Ÿ‡ญ๐Ÿ‡ท Croatia 0.58
44 ๐Ÿ‡ง๐Ÿ‡ฌ Bulgaria 0.58
45 ๐Ÿ‡ธ๐Ÿ‡ฆ Saudi Arabia 0.58
46 ๐Ÿ‡ญ๐Ÿ‡บ Hungary 0.56
47 ๐Ÿ‡ท๐Ÿ‡บ Russia 0.56
48 ๐Ÿ‡ฐ๐Ÿ‡ฟ Kazakhstan 0.55
49 ๐Ÿ‡บ๐Ÿ‡พ Uruguay 0.55
50 ๐Ÿ‡น๐Ÿ‡ท Turkey 0.54
51 ๐Ÿ‡จ๐Ÿ‡ท Costa Rica 0.54
52 ๐Ÿ‡ท๐Ÿ‡ธ Serbia 0.54
53 ๐Ÿ‡น๐Ÿ‡ญ Thailand 0.54
54 ๐Ÿ‡ถ๐Ÿ‡ฆ Qatar 0.53
55 ๐Ÿ‡ด๐Ÿ‡ฒ Oman 0.53
56 ๐Ÿ‡ฒ๐Ÿ‡ฝ Mexico 0.53
57 ๐Ÿ‡ธ๐Ÿ‡จ Seychelles 0.53
58 ๐Ÿ‡ฌ๐Ÿ‡ช Georgia 0.53
59 ๐Ÿ‡ฆ๐Ÿ‡ฑ Albania 0.53
60 ๐Ÿ‡ฒ๐Ÿ‡บ Mauritius 0.53
61 ๐Ÿ‡ฎ๐Ÿ‡ฉ Indonesia 0.52
62 ๐Ÿ‡ง๐Ÿ‡ญ Bahrain 0.52
63 ๐Ÿ‡บ๐Ÿ‡ฆ Ukraine 0.51
64 ๐Ÿ‡ง๐Ÿ‡ง Barbados 0.50
65 ๐Ÿ‡ฒ๐Ÿ‡ช Montenegro 0.50
66 ๐Ÿ‡ง๐Ÿ‡ท Brazil 0.50
67 ๐Ÿ‡ต๐Ÿ‡ฆ Panama 0.50
68 ๐Ÿ‡ต๐Ÿ‡ญ Philippines 0.50
69 ๐Ÿ‡ฟ๐Ÿ‡ฆ South Africa 0.50
70 ๐Ÿ‡ง๐Ÿ‡ณ Brunei Darussalam 0.50
71 ๐Ÿ‡ฆ๐Ÿ‡ฒ Armenia 0.49
72 ๐Ÿ‡ฎ๐Ÿ‡ณ India 0.49
73 ๐Ÿ‡ต๐Ÿ‡ช Peru 0.49
74 ๐Ÿ‡จ๐Ÿ‡ด Colombia 0.49
75 ๐Ÿ‡ฒ๐Ÿ‡ณ Mongolia 0.48
76 ๐Ÿ‡ฏ๐Ÿ‡ด Jordan 0.48
77 ๐Ÿ‡ฒ๐Ÿ‡ฐ North Macedonia 0.48
78 ๐Ÿ‡ป๐Ÿ‡ณ Vietnam 0.48
79 ๐Ÿ‡ฒ๐Ÿ‡ฉ Moldova 0.48
80 ๐Ÿ‡ฆ๐Ÿ‡ท Argentina 0.47
81 ๐Ÿ‡ฆ๐Ÿ‡ฟ Azerbaijan 0.47
82 ๐Ÿ‡ง๐Ÿ‡พ Belarus 0.47
83 ๐Ÿ‡ฉ๐Ÿ‡ด Dominican Republic 0.47
84 ๐Ÿ‡น๐Ÿ‡ณ Tunisia 0.47
85 ๐Ÿ‡ฐ๐Ÿ‡ผ Kuwait 0.46
86 ๐Ÿ‡ง๐Ÿ‡ธ The Bahamas 0.46
87 ๐Ÿ‡ซ๐Ÿ‡ฏ Fiji 0.45
88 ๐Ÿ‡ฐ๐Ÿ‡ช Kenya 0.45
89 ๐Ÿ‡ช๐Ÿ‡จ Ecuador 0.44
90 ๐Ÿ‡ง๐Ÿ‡น Bhutan 0.44
91 ๐Ÿ‡ท๐Ÿ‡ผ Rwanda 0.44
92 ๐Ÿ‡ฑ๐Ÿ‡ฐ Sri Lanka 0.44
93 ๐Ÿ‡น๐Ÿ‡น Trinidad and Tobago 0.44
94 ๐Ÿ‡ฏ๐Ÿ‡ฒ Jamaica 0.43
95 ๐Ÿ‡จ๐Ÿ‡ป Cabo Verde 0.43
96 ๐Ÿ‡ฒ๐Ÿ‡ฆ Morocco 0.43
97 ๐Ÿ‡ง๐Ÿ‡ฆ Bosnia and Herzegovina 0.43
98 ๐Ÿ‡น๐Ÿ‡ฑ Timor-Leste 0.43
99 ๐Ÿ‡ฐ๐Ÿ‡ฌ Kyrgyz Republic 0.43
100 ๐Ÿ‡ฌ๐Ÿ‡ญ Ghana 0.43
101 ๐Ÿ‡ฌ๐Ÿ‡พ Guyana 0.42
102 ๐Ÿ‡ง๐Ÿ‡ฟ Belize 0.42
103 ๐Ÿ‡ณ๐Ÿ‡ฆ Namibia 0.42
104 ๐Ÿ‡ธ๐Ÿ‡ท Suriname 0.42
105 ๐Ÿ‡ฑ๐Ÿ‡ง Lebanon 0.42
106 ๐Ÿ‡ง๐Ÿ‡ผ Botswana 0.41
107 ๐Ÿ‡ต๐Ÿ‡พ Paraguay 0.41
108 ๐Ÿ‡ฒ๐Ÿ‡ด Macao 0.41
109 ๐Ÿ‡ธ๐Ÿ‡ณ Senegal 0.40
110 ๐Ÿ‡ช๐Ÿ‡ฌ Egypt 0.39
111 ๐Ÿ‡ฌ๐Ÿ‡น Guatemala 0.39
112 ๐Ÿ‡ธ๐Ÿ‡ป El Salvador 0.39
113 ๐Ÿ‡ง๐Ÿ‡ฉ Bangladesh 0.38
114 ๐Ÿ‡ต๐Ÿ‡ท Puerto Rico 0.38
115 ๐Ÿ‡ฎ๐Ÿ‡ท Iran 0.38
116 ๐Ÿ‡ง๐Ÿ‡ด Bolivia 0.38
117 ๐Ÿ‡ฑ๐Ÿ‡จ Saint Lucia 0.37
118 ๐Ÿ‡ฟ๐Ÿ‡ฒ Zambia 0.37
119 ๐Ÿ‡ฉ๐Ÿ‡ฟ Algeria 0.37
120 ๐Ÿ‡ฑ๐Ÿ‡ท Liberia 0.37
121 ๐Ÿ‡ฐ๐Ÿ‡ญ Cambodia 0.37
122 ๐Ÿ‡ต๐Ÿ‡ฐ Pakistan 0.37
123 ๐Ÿ‡น๐Ÿ‡ฏ Tajikistan 0.37
124 ๐Ÿ‡จ๐Ÿ‡ฎ Cรดte d’Ivoire 0.37
125 ๐Ÿ‡ง๐Ÿ‡ฏ Benin 0.36
126 ๐Ÿ‡ฌ๐Ÿ‡ฒ The Gambia 0.36
127 ๐Ÿ‡ฑ๐Ÿ‡ธ Lesotho 0.36
128 ๐Ÿ‡บ๐Ÿ‡ฌ Uganda 0.35
129 ๐Ÿ‡น๐Ÿ‡ฟ Tanzania 0.35
130 ๐Ÿ‡ณ๐Ÿ‡ต Nepal 0.35
131 ๐Ÿ‡บ๐Ÿ‡ฟ Uzbekistan 0.35
132 ๐Ÿ‡ป๐Ÿ‡จ Saint Vincent and the Grenadines 0.34
133 ๐Ÿ‡ญ๐Ÿ‡ณ Honduras 0.34
134 ๐Ÿ‡จ๐Ÿ‡ฒ Cameroon 0.34
135 ๐Ÿ‡ฒ๐Ÿ‡ผ Malawi 0.34
136 ๐Ÿ‡ณ๐Ÿ‡ฌ Nigeria 0.34
137 ๐Ÿ‡ณ๐Ÿ‡ฎ Nicaragua 0.33
138 ๐Ÿ‡ฑ๐Ÿ‡ฆ Laos 0.33
139 ๐Ÿ‡ฒ๐Ÿ‡ฒ Myanmar 0.33
140 ๐Ÿ‡ณ๐Ÿ‡ช Niger 0.33
141 ๐Ÿ‡ฒ๐Ÿ‡ป Maldives 0.32
142 ๐Ÿ‡ฌ๐Ÿ‡ณ Guinea 0.32
143 ๐Ÿ‡ฌ๐Ÿ‡ฆ Gabon 0.32
144 ๐Ÿ‡ฉ๐Ÿ‡ฏ Djibouti 0.32
145 ๐Ÿ‡น๐Ÿ‡ฌ Togo 0.32
146 ๐Ÿ‡ง๐Ÿ‡ซ Burkina Faso 0.31
147 ๐Ÿ‡ธ๐Ÿ‡ฟ Eswatini 0.31
148 ๐Ÿ‡ฒ๐Ÿ‡ฌ Madagascar 0.31
149 ๐Ÿ‡ฟ๐Ÿ‡ผ Zimbabwe 0.30
150 ๐Ÿ‡ธ๐Ÿ‡พ Syria 0.30
151 ๐Ÿ‡ธ๐Ÿ‡ฑ Sierra Leone 0.30
152 ๐Ÿ‡ฒ๐Ÿ‡ฑ Mali 0.30
153 ๐Ÿ‡ง๐Ÿ‡ฎ Burundi 0.29
154 ๐Ÿ‡ต๐Ÿ‡ฌ Papua New Guinea 0.29
155 ๐Ÿ‡จ๐Ÿ‡ฌ Republic of the Congo 0.28
156 ๐Ÿ‡ป๐Ÿ‡ช Venezuela 0.27
157 ๐Ÿ‡ฎ๐Ÿ‡ถ Iraq 0.27
158 ๐Ÿ‡ญ๐Ÿ‡น Haiti 0.27
159 ๐Ÿ‡ฌ๐Ÿ‡ผ Guinea-Bissau 0.26
160 ๐Ÿ‡ฆ๐Ÿ‡ด Angola 0.26
161 ๐Ÿ‡ฒ๐Ÿ‡ฟ Mozambique 0.26
162 ๐Ÿ‡ฐ๐Ÿ‡ฒ Comoros 0.25
163 ๐Ÿ‡ช๐Ÿ‡น Ethiopia 0.25
164 ๐Ÿ‡พ๐Ÿ‡ช Yemen 0.25
165 ๐Ÿ‡ธ๐Ÿ‡น Sรฃo Tomรฉ and Prรญncipe 0.25
166 ๐Ÿ‡จ๐Ÿ‡ฉ Democratic Republic of the Congo 0.25
167 ๐Ÿ‡ฑ๐Ÿ‡พ Libya 0.24
168 ๐Ÿ‡น๐Ÿ‡ฉ Chad 0.23
169 ๐Ÿ‡ธ๐Ÿ‡ฉ Sudan 0.23
170 ๐Ÿ‡ฒ๐Ÿ‡ท Mauritania 0.23
171 ๐Ÿ‡ธ๐Ÿ‡ด Somalia 0.20
172 ๐Ÿ‡จ๐Ÿ‡ซ Central African Republic 0.18
173 ๐Ÿ‡ฆ๐Ÿ‡ซ Afghanistan 0.13
174 ๐Ÿ‡ธ๐Ÿ‡ธ South Sudan 0.11

Singapore ranks first as the country most prepared for smooth AI adoption.

The country has invested hundreds of millions of dollars into boosting AI capabilities and supporting national AI strategies.

Singaporean workers are also the worldโ€™s fastest in adopting AI skills, according to LinkedIn.

The Singapore government has even developed a suite of general-purpose AI tools for public service officers, which still adhere to strict security standards.

Besides Singapore, northwestern European countries like Denmark (#2), the Netherlands (#4), Estonia (#5), Finland (#6), and Sweden (#1) also scored in the top 10 for AI preparedness.

Separately, McKinsey cited nine โ€œdigital front-runners,โ€ consisting of Denmark, Estonia, Finland, the Netherlands, Sweden, Luxembourg (#11), Norway (#19), Ireland (#23), and Belgium (#24), as being well-prepared for AI adoption due to their advanced digital infrastructure, skilled workforce, supportive policy environments, and high levels of corporate AI adoption.

Several of these European countries were also among the worldโ€™s earliest adopters of national AI strategies, such as Finlandโ€™s 2017 AI strategy aimed at enhancing business competitiveness and data efficiency, and Swedenโ€™s 2018 โ€œNational Approach for Artificial Intelligenceโ€ focusing on education, research, and infrastructure development.

Measuring AI Preparedness

The IMFโ€™s AI Preparedness Index is the average of four key metrics:

  • Digital infrastructure
  • Human capital
  • Technological innovation
  • Legal frameworks

Each metric has a set of sub-indicators, including, but not limited to, sustained human capital investment, inclusive STEM expertise, a vibrant R&D ecosystem, and the adaptability of legal frameworks to digital business models.

Learn More on the Voronoi App

To learn more about AI adoption, check out this graphic that visualizes how long it will take for generative AI to become mainstream.



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