Hard/Critical Technology/Artificial Intelligence

Applied AI & Advanced Analytics

The capacity to apply AI and advanced analytics across the economy and the state, turning models and data into decisions, products and services at scale.
factbase.org/cap/F4GA2HBF1E
World mean
5.7
of 20 · median 4.0
Range
0–20
middle half 2.0–9.0
Panel SD
±0.26
round 1 ±0.81 — the honest estimate
Leader
20
United States

Indicators

The measures seeded for this capability in the framework. They are candidate indicators: no cell in the index has a source document attached to it yet.

Band spread across 197 nations

Frontier 2
Advanced 13
Established 16
Transitional 23
Foundational 27
Nascent 44
Inception 72

All 197 nations

Best first. The score is the mean of the four adjudicators' round-3 integers, rounded to the nearest integer; ±SD is their spread on that cell. Where the spread is three points or more, read the number as a band rather than a value.

#NationRegionScoreBandPanel SD
1 🇺🇸United States Americas 20 Frontier ±0.00
2 🇨🇳China Asia Pacific 18 Frontier ±0.43
3 🇮🇱Israel Middle East 17 Advanced ±0.00
4 🇸🇬Singapore Asia Pacific 17 Advanced ±0.00
5 🇰🇷South Korea Asia Pacific 17 Advanced ±0.43
6 🇬🇧United Kingdom Europe 17 Advanced ±0.00
7 🇨🇦Canada Americas 16 Advanced ±0.50
8 🇫🇷France Europe 16 Advanced ±0.43
9 🇩🇪Germany Europe 16 Advanced ±0.43
10 🇯🇵Japan Asia Pacific 16 Advanced ±0.00
11 🇳🇱Netherlands Europe 16 Advanced ±0.00
12 🇸🇪Sweden Europe 16 Advanced ±0.00
13 🇨🇭Switzerland Europe 16 Advanced ±0.00
14 🇫🇮Finland Europe 15 Advanced ±0.43
15 🇹🇼Taiwan Asia Pacific 15 Advanced ±0.43
16 🇦🇺Australia Asia Pacific 14 Established ±0.00
17 🇩🇰Denmark Europe 14 Established ±0.00
18 🇮🇳India Asia Pacific 14 Established ±0.43
19 🇳🇴Norway Europe 14 Established ±0.00
20 🇦🇹Austria Europe 13 Established ±0.50
21 🇧🇪Belgium Europe 13 Established ±0.00
22 🇪🇪Estonia Europe 13 Established ±0.00
23 🇮🇪Ireland Europe 13 Established ±0.00
24 🇮🇹Italy Europe 13 Established ±0.43
25 🇪🇸Spain Europe 13 Established ±0.00
26 🇦🇪United Arab Emirates Middle East 13 Established ±0.43
27 🇳🇿New Zealand Asia Pacific 12 Established ±0.00
28 🇵🇱Poland Europe 12 Established ±0.00
29 🇵🇹Portugal Europe 12 Established ±0.43
30 🇷🇺Russia Europe 12 Established ±0.71
31 🇸🇦Saudi Arabia Middle East 12 Established ±0.43
32 🇧🇷Brazil Americas 11 Transitional ±0.43
33 🇨🇿Czechia Europe 11 Transitional ±0.50
34 🇱🇺Luxembourg Europe 11 Transitional ±0.00
35 🇲🇾Malaysia Asia Pacific 11 Transitional ±0.00
36 🇸🇮Slovenia Europe 11 Transitional ±0.43
37 🇹🇷Türkiye Middle East 11 Transitional ±0.43
38 🇭🇺Hungary Europe 10 Transitional ±0.00
39 🇮🇩Indonesia Asia Pacific 10 Transitional ±0.00
40 🇱🇹Lithuania Europe 10 Transitional ±0.00
41 🇲🇽Mexico Americas 10 Transitional ±0.00
42 🇷🇴Romania Europe 10 Transitional ±0.43
43 🇿🇦South Africa Africa 10 Transitional ±0.00
44 🇹🇭Thailand Asia Pacific 10 Transitional ±0.00
45 🇻🇳Vietnam Asia Pacific 10 Transitional ±0.00
46 🇦🇷Argentina Americas 9 Transitional ±0.71
47 🇨🇱Chile Americas 9 Transitional ±0.83
48 🇪🇬Egypt Africa 9 Transitional ±0.50
49 🇬🇷Greece Europe 9 Transitional ±0.43
50 🇮🇸Iceland Europe 9 Transitional ±0.50
51 🇱🇻Latvia Europe 9 Transitional ±0.43
52 🇷🇸Serbia Europe 9 Transitional ±0.00
53 🇸🇰Slovakia Europe 9 Transitional ±0.00
54 🇺🇦Ukraine Europe 9 Transitional ±0.43
55 🇧🇬Bulgaria Europe 8 Foundational ±0.50
56 🇨🇴Colombia Americas 8 Foundational ±0.83
57 🇭🇷Croatia Europe 8 Foundational ±0.50
58 🇮🇷Iran Asia Pacific 8 Foundational ±0.43
59 🇰🇪Kenya Africa 8 Foundational ±0.00
60 🇲🇹Malta Europe 8 Foundational ±0.00
61 🇳🇬Nigeria Africa 8 Foundational ±0.00
62 🇵🇭Philippines Asia Pacific 8 Foundational ±0.43
63 🇶🇦Qatar Middle East 8 Foundational ±0.00
64 🇺🇾Uruguay Americas 8 Foundational ±0.50
65 🇨🇷Costa Rica Americas 7 Foundational ±0.71
66 🇯🇴Jordan Middle East 7 Foundational ±0.50
67 🇰🇿Kazakhstan Asia Pacific 7 Foundational ±0.50
68 🇲🇺Mauritius Africa 7 Foundational ±0.43
69 🇲🇦Morocco Africa 7 Foundational ±0.43
70 🇵🇰Pakistan Asia Pacific 7 Foundational ±0.43
71 🇱🇰Sri Lanka Asia Pacific 7 Foundational ±0.50
72 🇹🇳Tunisia Africa 7 Foundational ±0.00
73 🇦🇲Armenia Middle East 6 Foundational ±0.50
74 🇧🇭Bahrain Middle East 6 Foundational ±0.43
75 🇨🇾Cyprus Middle East 6 Foundational ±0.43
76 🇬🇪Georgia Middle East 6 Foundational ±0.00
77 🇬🇭Ghana Africa 6 Foundational ±0.00
78 🇴🇲Oman Middle East 6 Foundational ±0.43
79 🇵🇦Panama Americas 6 Foundational ±0.43
80 🇵🇪Peru Americas 6 Foundational ±0.43
81 🇷🇼Rwanda Africa 6 Foundational ±0.43
82 🇧🇩Bangladesh Asia Pacific 5 Nascent ±0.00
83 🇧🇾Belarus Europe 5 Nascent ±0.43
84 🇩🇴Dominican Republic Americas 5 Nascent ±0.43
85 🇪🇨Ecuador Americas 5 Nascent ±0.00
86 🇪🇹Ethiopia Africa 5 Nascent ±0.00
87 🇰🇼Kuwait Middle East 5 Nascent ±0.43
88 🇱🇮Liechtenstein Europe 5 Nascent ±0.00
89 🇲🇩Moldova Europe 5 Nascent ±0.43
90 🇸🇳Senegal Africa 5 Nascent ±0.43
91 🇹🇿Tanzania Africa 5 Nascent ±0.00
92 🇺🇬Uganda Africa 5 Nascent ±0.00
93 🇺🇿Uzbekistan Asia Pacific 5 Nascent ±0.00
94 🇦🇿Azerbaijan Middle East 4 Nascent ±0.43
95 🇨🇮Côte d'Ivoire Africa 4 Nascent ±0.00
96 🇸🇻El Salvador Americas 4 Nascent ±0.43
97 🇬🇹Guatemala Americas 4 Nascent ±0.00
98 🇯🇲Jamaica Americas 4 Nascent ±0.43
99 🇱🇧Lebanon Middle East 4 Nascent ±0.43
100 🇲🇳Mongolia Asia Pacific 4 Nascent ±0.43
101 🇲🇪Montenegro Europe 4 Nascent ±0.43
102 🇳🇵Nepal Asia Pacific 4 Nascent ±0.43
103 🇲🇰North Macedonia Europe 4 Nascent ±0.43
104 🇵🇾Paraguay Americas 4 Nascent ±0.50
105 🇹🇹Trinidad & Tobago Americas 4 Nascent ±0.43
106 🇦🇱Albania Europe 3 Nascent ±0.00
107 🇩🇿Algeria Africa 3 Nascent ±0.43
108 🇧🇦Bosnia & Herzegovina Europe 3 Nascent ±0.43
109 🇧🇼Botswana Africa 3 Nascent ±0.00
110 🇧🇳Brunei Asia Pacific 3 Nascent ±0.43
111 🇰🇭Cambodia Asia Pacific 3 Nascent ±0.43
112 🇨🇲Cameroon Africa 3 Nascent ±0.43
113 🇨🇺Cuba Americas 3 Nascent ±0.43
114 🇭🇳Honduras Americas 3 Nascent ±0.00
115 🇮🇶Iraq Middle East 3 Nascent ±0.43
116 🇽🇰Kosovo Europe 3 Nascent ±0.00
117 🇰🇬Kyrgyzstan Asia Pacific 3 Nascent ±0.00
118 🇲🇬Madagascar Africa 3 Nascent ±0.00
119 🇲🇻Maldives Asia Pacific 3 Nascent ±0.50
120 🇲🇨Monaco Europe 3 Nascent ±0.43
121 🇳🇦Namibia Africa 3 Nascent ±0.43
122 🇵🇸Palestine Middle East 3 Nascent ±0.00
123 🇻🇪Venezuela Americas 3 Nascent ±0.00
124 🇿🇲Zambia Africa 3 Nascent ±0.00
125 🇿🇼Zimbabwe Africa 3 Nascent ±0.00
126 🇦🇩Andorra Europe 2 Inception ±0.00
127 🇦🇴Angola Africa 2 Inception ±0.00
128 🇦🇬Antigua & Barbuda Americas 2 Inception ±0.50
129 🇧🇸Bahamas Americas 2 Inception ±0.00
130 🇧🇧Barbados Americas 2 Inception ±0.00
131 🇧🇯Benin Africa 2 Inception ±0.00
132 🇧🇹Bhutan Asia Pacific 2 Inception ±0.00
133 🇧🇴Bolivia Americas 2 Inception ±0.43
134 🇧🇫Burkina Faso Africa 2 Inception ±0.43
135 🇨🇻Cabo Verde Africa 2 Inception ±0.00
136 🇫🇯Fiji Asia Pacific 2 Inception ±0.00
137 🇬🇦Gabon Africa 2 Inception ±0.00
138 🇬🇾Guyana Americas 2 Inception ±0.43
139 🇱🇦Laos Asia Pacific 2 Inception ±0.43
140 🇲🇼Malawi Africa 2 Inception ±0.00
141 🇲🇿Mozambique Africa 2 Inception ±0.43
142 🇲🇲Myanmar Asia Pacific 2 Inception ±0.00
143 🇳🇮Nicaragua Americas 2 Inception ±0.43
144 🇰🇵North Korea Asia Pacific 2 Inception ±1.30
145 🇸🇨Seychelles Africa 2 Inception ±0.00
146 🇸🇱Sierra Leone Africa 2 Inception ±0.00
147 🇹🇯Tajikistan Asia Pacific 2 Inception ±0.43
148 🇹🇬Togo Africa 2 Inception ±0.00
149 🇹🇲Turkmenistan Asia Pacific 2 Inception ±0.50
150 🇧🇿Belize Americas 1 Inception ±0.00
151 🇧🇮Burundi Africa 1 Inception ±0.43
152 🇨🇫Central African Rep. Africa 1 Inception ±0.43
153 🇹🇩Chad Africa 1 Inception ±0.43
154 🇰🇲Comoros Africa 1 Inception ±0.43
155 🇨🇬Congo Africa 1 Inception ±0.43
156 🇩🇯Djibouti Africa 1 Inception ±0.00
157 🇩🇲Dominica Americas 1 Inception ±0.00
158 🇨🇩DR Congo Africa 1 Inception ±0.00
159 🇬🇶Equatorial Guinea Africa 1 Inception ±0.43
160 🇪🇷Eritrea Africa 1 Inception ±0.50
161 🇸🇿Eswatini Africa 1 Inception ±0.43
162 🇬🇲Gambia Africa 1 Inception ±0.43
163 🇬🇩Grenada Americas 1 Inception ±0.43
164 🇬🇳Guinea Africa 1 Inception ±0.43
165 🇬🇼Guinea-Bissau Africa 1 Inception ±0.43
166 🇭🇹Haiti Americas 1 Inception ±0.50
167 🇻🇦Holy See Europe 1 Inception ±0.50
168 🇱🇸Lesotho Africa 1 Inception ±0.00
169 🇱🇷Liberia Africa 1 Inception ±0.00
170 🇱🇾Libya Africa 1 Inception ±0.43
171 🇲🇱Mali Africa 1 Inception ±0.00
172 🇲🇭Marshall Islands Asia Pacific 1 Inception ±0.00
173 🇲🇷Mauritania Africa 1 Inception ±0.00
174 🇫🇲Micronesia Asia Pacific 1 Inception ±0.43
175 🇳🇪Niger Africa 1 Inception ±0.00
176 🇵🇼Palau Asia Pacific 1 Inception ±0.43
177 🇵🇬Papua New Guinea Asia Pacific 1 Inception ±0.00
178 🇰🇳Saint Kitts & Nevis Americas 1 Inception ±0.71
179 🇱🇨Saint Lucia Americas 1 Inception ±0.71
180 🇻🇨Saint Vincent & Grenadines Americas 1 Inception ±0.71
181 🇼🇸Samoa Asia Pacific 1 Inception ±0.00
182 🇸🇲San Marino Europe 1 Inception ±0.00
183 🇸🇹São Tomé & Príncipe Africa 1 Inception ±0.43
184 🇸🇧Solomon Islands Asia Pacific 1 Inception ±0.00
185 🇸🇴Somalia Africa 1 Inception ±0.50
186 🇸🇩Sudan Africa 1 Inception ±0.43
187 🇸🇷Suriname Americas 1 Inception ±0.00
188 🇸🇾Syria Middle East 1 Inception ±0.00
189 🇹🇱Timor-Leste Asia Pacific 1 Inception ±0.00
190 🇹🇴Tonga Asia Pacific 1 Inception ±0.00
191 🇻🇺Vanuatu Asia Pacific 1 Inception ±0.00
192 🇾🇪Yemen Middle East 1 Inception ±0.50
193 🇦🇫Afghanistan Asia Pacific 0 Inception ±0.00
194 🇰🇮Kiribati Asia Pacific 0 Inception ±0.43
195 🇳🇷Nauru Asia Pacific 0 Inception ±0.43
196 🇸🇸South Sudan Africa 0 Inception ±0.00
197 🇹🇻Tuvalu Asia Pacific 0 Inception ±0.43

Others in Artificial Intelligence

CapabilityWorld meanRangeLeader
Machine Learning & Foundation Models4.10–20United States
AI Safety, Security & Evaluation3.00–20United States