| A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | Country | Investment in AI in past 5 years per thousand GDP ($) | Employment in STEM occupations per 1 million working age population | Labour Force Participation Rate (%) | Secure internet servers per 1 million people | AI Publications per GDP per capita | Fixed broadband mbps download speed average | % concentration of AI talent on Linkedin | Final Score | Missing data, average value of column was used instead | ||||||||||||||||
2 | Switzerland | $4.01 | 147423 | 66.64 | 120002 | 0.086 | 202.88 | 2.70 | 8.35 | |||||||||||||||||
3 | United States | $12.90 | 111555 | 62.60 | 140804 | 1.380 | 242.38 | 1.74 | 7.99 | How is the final score calculated? | ||||||||||||||||
4 | Singapore | $15.01 | 132960 | 69.97 | 128378 | 0.084 | 286.66 | 2.03 | 7.86 | Investment in AI vs impact on final score (highest efficiency rates calculated?) | ||||||||||||||||
5 | Canada | $5.82 | 41854 | 65.61 | 39881 | 0.375 | 194.31 | 2.14 | 7.71 | |||||||||||||||||
7 | South Korea | $6.21 | 41854 | 64.60 | 5939 | 0.562 | 170.94 | 6.56 | 7.40 | |||||||||||||||||
8 | Germany | $3.51 | 41854 | 61.26 | 97518 | 0.628 | 91.96 | 3.51 | 7.24 | |||||||||||||||||
9 | Japan | $1.51 | 62305 | 62.90 | 22849 | 0.560 | 198.6 | 5.31 | 7.18 | |||||||||||||||||
10 | United Kingdom | $8.32 | 77061 | 62.80 | 36452 | 0.825 | 101.71 | 1.41 | 6.97 | |||||||||||||||||
11 | China | $7.39 | 41854 | 66.90 | 948 | 16.406 | 238.17 | 2.03 | 6.87 | |||||||||||||||||
12 | France | $3.66 | 90416 | 56.18 | 36124 | 0.448 | 240.36 | 1.73 | 6.82 | |||||||||||||||||
13 | Sweden | $14.13 | 41854 | 67.05 | 32740 | 0.122 | 154.37 | 1.72 | 6.47 | |||||||||||||||||
14 | Chile | $3.86 | 59821 | 61.55 | 12791 | 0.131 | 272.01 | 0.72 | 6.23 | |||||||||||||||||
15 | United Arab Emirates | $1.44 | 89215 | 77.38 | 1497 | 0.076 | 257.14 | 2.03 | 6.00 | |||||||||||||||||
16 | Ireland | $1.64 | 41854 | 64.84 | 115816 | 0.028 | 110.64 | 2.09 | 5.93 | |||||||||||||||||
17 | India | $4.77 | 17296 | 55.76 | 474 | 22.901 | 62.07 | 9.57 | 5.86 | |||||||||||||||||
18 | Finland | $1.89 | 41854 | 61.13 | 81651 | 0.082 | 115.47 | 2.07 | 5.85 | |||||||||||||||||
19 | Estonia | $10.89 | 41854 | 65.64 | 84354 | 0.023 | 81.26 | 2.01 | 5.84 | |||||||||||||||||
20 | Netherlands | $1.22 | 41854 | 67.93 | 136863 | 0.201 | 195.05 | 1.21 | 5.81 | |||||||||||||||||
21 | Malaysia | $0.59 | 41854 | 69.26 | 7306 | 0.618 | 113.89 | 2.03 | 5.55 | |||||||||||||||||
22 | Austria | $2.82 | 103736 | 61.51 | 33803 | 0.093 | 87.99 | 2.03 | 5.54 | |||||||||||||||||
23 | Cyprus | $3.27 | 79364 | 65.11 | 24380 | 0.037 | 91.69 | 2.03 | 5.48 | |||||||||||||||||
24 | Greece | $3.27 | 53532 | 52.25 | 8908 | 0.199 | 50.12 | 2.40 | 5.48 | |||||||||||||||||
25 | Denmark | $2.04 | 41854 | 63.37 | 277082 | 0.071 | 225.81 | 1.34 | 5.47 | |||||||||||||||||
26 | Iceland | $3.27 | 41854 | 74.60 | 75514 | 0.004 | 259.72 | 1.29 | 5.46 | |||||||||||||||||
27 | Brazil | $1.52 | 51852 | 62.75 | 3078 | 1.071 | 150.04 | 0.67 | 5.44 | |||||||||||||||||
28 | Bulgaria | $3.27 | 41854 | 56.57 | 48076 | 0.073 | 81.46 | 2.32 | 5.43 | |||||||||||||||||
29 | Slovenia | $3.27 | 112277 | 62.32 | 49112 | 0.034 | 93.47 | 1.48 | 5.41 | |||||||||||||||||
30 | Belarus | $3.27 | 93717 | 70.21 | 7551 | 0.039 | 62.67 | 2.03 | 5.39 | |||||||||||||||||
31 | Australia | $2.35 | 41854 | 66.66 | 39863 | 0.280 | 58.35 | 2.00 | 5.29 | |||||||||||||||||
32 | Thailand | $0.53 | 25900 | 67.54 | 1863 | 0.449 | 226.36 | 2.03 | 5.28 | |||||||||||||||||
33 | Spain | $2.32 | 41854 | 57.89 | 21587 | 0.505 | 219.37 | 1.68 | 5.24 | |||||||||||||||||
34 | Norway | $1.62 | 41854 | 66.08 | 39030 | 0.050 | 136.21 | 1.91 | 5.17 | |||||||||||||||||
35 | Viet Nam | $0.22 | 24195 | 73.08 | 3128 | 0.962 | 107.24 | 2.03 | 5.09 | |||||||||||||||||
36 | Türkiye | $2.63 | 35260 | 53.08 | 6837 | 1.013 | 41.9 | 2.17 | 5.09 | |||||||||||||||||
37 | Uruguay | $3.27 | 53403 | 63.18 | 1947 | 0.010 | 142.77 | 2.03 | 4.96 | |||||||||||||||||
38 | Czechia | $0.59 | 96527 | 59.86 | 67602 | 0.115 | 68.34 | 1.40 | 4.91 | |||||||||||||||||
39 | Portugal | $3.22 | 41854 | 58.62 | 22179 | 0.210 | 172.83 | 1.24 | 4.90 | |||||||||||||||||
40 | Slovakia | $3.27 | 90121 | 61.54 | 25918 | 0.056 | 77.04 | 1.07 | 4.88 | |||||||||||||||||
41 | New Zealand | $1.43 | 41854 | 71.32 | 20509 | 0.051 | 163.86 | 0.90 | 4.87 | |||||||||||||||||
42 | Hungary | $0.82 | 41854 | 60.34 | 32813 | 0.115 | 173.48 | 1.73 | 4.80 | |||||||||||||||||
43 | Brunei Darussalam | $3.27 | 71528 | 62.79 | 15598 | 0.005 | 79.69 | 2.03 | 4.78 | |||||||||||||||||
44 | Poland | $0.38 | 41854 | 57.44 | 25181 | 0.370 | 154.68 | 1.73 | 4.77 | |||||||||||||||||
45 | Russia | $0.03 | 41854 | 62.24 | 13348 | 0.785 | 85.94 | 2.03 | 4.76 | |||||||||||||||||
46 | Indonesia | $1.50 | 41854 | 67.02 | 1889 | 5.159 | 29.62 | 1.06 | 4.64 | |||||||||||||||||
47 | Luxembourg | $3.27 | 41854 | 61.56 | 44903 | 0.005 | 137.86 | 1.66 | 4.60 | |||||||||||||||||
48 | Peru | $0.03 | 40693 | 72.69 | 451 | 0.123 | 109.59 | 2.03 | 4.59 | |||||||||||||||||
49 | Colombia | $0.45 | 37661 | 63.76 | 405 | 0.285 | 137.73 | 2.03 | 4.50 | |||||||||||||||||
50 | Ecuador | $3.27 | 26429 | 64.49 | 382 | 0.173 | 86.22 | 2.03 | 4.39 | |||||||||||||||||
51 | Lithuania | $0.48 | 41854 | 62.89 | 47128 | 0.030 | 111.17 | 1.21 | 4.35 | |||||||||||||||||
52 | Mongolia | $3.27 | 45273 | 60.54 | 1726 | 0.031 | 66.53 | 2.03 | 4.33 | |||||||||||||||||
53 | Romania | $1.18 | 41854 | 51.83 | 21374 | 0.173 | 212.53 | 1.03 | 4.31 | |||||||||||||||||
54 | Seychelles | $3.27 | 41836 | 65.92 | 61110 | 0.000 | 29.15 | 2.03 | 4.23 | |||||||||||||||||
55 | Belgium | $1.77 | 41854 | 55.09 | 24215 | 0.107 | 97.61 | 1.06 | 4.16 | |||||||||||||||||
56 | Philippines | $3.27 | 22369 | 61.44 | 111 | 0.404 | 93.9 | 2.03 | 4.15 | |||||||||||||||||
57 | Nigeria | $0.44 | 25558 | 81.27 | 73 | 1.036 | 19.91 | 2.03 | 4.09 | |||||||||||||||||
58 | Panama | $3.27 | 34719 | 61.88 | 1484 | 0.004 | 151.68 | 2.03 | 4.03 | |||||||||||||||||
59 | Kyrgyzstan | $3.27 | 36880 | 64.96 | 421 | 0.051 | 56.06 | 2.03 | 4.01 | |||||||||||||||||
60 | Italy | $0.51 | 41854 | 49.10 | 20677 | 0.621 | 78.54 | 1.21 | 3.97 | |||||||||||||||||
61 | Trinidad and Tobago | $3.27 | 60286 | 54.70 | 314 | 0.004 | 113.09 | 2.03 | 3.97 | |||||||||||||||||
62 | Cambodia | $3.27 | 11332 | 79.51 | 192 | 0.087 | 43.6 | 2.03 | 3.96 | |||||||||||||||||
63 | South Africa | $1.32 | 41854 | 58.53 | 14546 | 0.573 | 47.37 | 0.65 | 3.95 | |||||||||||||||||
64 | Kenya | $1.14 | 41854 | 67.46 | 248 | 0.300 | 10.58 | 2.03 | 3.94 | |||||||||||||||||
65 | Tanzania, United Republic of | $3.27 | 14246 | 80.39 | 37 | 0.305 | 18.45 | 2.03 | 3.90 | |||||||||||||||||
66 | Latvia | $3.27 | 41854 | 61.14 | 20329 | 0.018 | 91.78 | 0.84 | 3.89 | |||||||||||||||||
67 | Bolivia | $3.27 | 35557 | 78.27 | 205 | 0.022 | 32.8 | 2.03 | 3.89 | |||||||||||||||||
68 | Croatia | $3.27 | 41854 | 52.30 | 22352 | 0.057 | 71.65 | 1.46 | 3.88 | |||||||||||||||||
69 | North Macedonia | $3.27 | 56658 | 52.82 | 1023 | 0.046 | 40.7 | 2.03 | 3.86 | |||||||||||||||||
70 | Saudi Arabia | $0.24 | 41854 | 61.06 | 222 | 0.334 | 108.73 | 1.11 | 3.79 | |||||||||||||||||
71 | Uganda | $3.27 | 12175 | 79.20 | 35 | 0.335 | 13.08 | 2.03 | 3.76 | |||||||||||||||||
72 | Jordan | $3.27 | 20076 | 38.56 | 127 | 0.491 | 132.03 | 2.03 | 3.76 | |||||||||||||||||
73 | Bosnia and Herzegovina | $3.27 | 44676 | 51.19 | 3129 | 0.044 | 31.07 | 2.03 | 3.74 | |||||||||||||||||
74 | Costa Rica | $3.27 | 37721 | 56.83 | 1312 | 0.014 | 94.03 | 2.03 | 3.67 | |||||||||||||||||
75 | Ethiopia | $3.27 | 8841 | 68.25 | 6 | 1.270 | 8.77 | 2.03 | 3.66 | |||||||||||||||||
76 | Georgia | $3.27 | 42022 | 51.67 | 3497 | 0.028 | 26.3 | 2.03 | 3.59 | |||||||||||||||||
77 | Iran, Islamic Republic of | $3.27 | 20501 | 40.53 | 2331 | 2.360 | 13.51 | 2.03 | 3.54 | |||||||||||||||||
78 | Mexico | $1.07 | 37724 | 60.38 | 330 | 0.356 | 61.97 | 0.97 | 3.51 | |||||||||||||||||
79 | Argentina | $0.18 | 38227 | 61.48 | 3686 | 0.088 | 79.28 | 0.75 | 3.51 | |||||||||||||||||
80 | Burundi | $3.27 | 4944 | 78.56 | 8 | 0.298 | 5.8 | 2.03 | 3.40 | |||||||||||||||||
81 | Zimbabwe | $3.27 | 13982 | 65.21 | 71 | 0.141 | 14.32 | 2.03 | 3.35 | |||||||||||||||||
82 | Madagascar | $3.27 | 4682 | 75.01 | 10 | 0.067 | 34.29 | 2.03 | 3.31 | |||||||||||||||||
83 | Botswana | $3.27 | 26523 | 67.83 | 243 | 0.017 | 8.29 | 2.03 | 3.29 | |||||||||||||||||
84 | Morocco | $0.06 | 41854 | 44.30 | 442 | 0.762 | 26.92 | 2.03 | 3.24 | |||||||||||||||||
85 | Egypt | $0.26 | 26356 | 42.84 | 42 | 1.299 | 63.43 | 2.03 | 3.18 | |||||||||||||||||
86 | Bhutan | $3.27 | 30977 | 63.09 | 682 | 0.007 | 14.66 | 2.03 | 3.18 | |||||||||||||||||
87 | Dominican Republic | $3.27 | 30286 | 64.28 | 125 | 0.005 | 34.85 | 2.03 | 3.16 | |||||||||||||||||
88 | El Salvador | $3.27 | 41557 | 60.49 | 139 | 0.005 | 50.3 | 2.03 | 3.13 | |||||||||||||||||
89 | Honduras | $3.27 | 17744 | 63.92 | 97 | 0.014 | 45.27 | 2.03 | 3.13 | |||||||||||||||||
90 | Mauritius | $3.27 | 31013 | 54.86 | 915 | 0.007 | 50.77 | 2.03 | 3.06 | |||||||||||||||||
91 | Grenada | $3.27 | 28367 | 53.86 | 526 | 0.001 | 80.38 | 2.03 | 3.03 | |||||||||||||||||
92 | Sri Lanka | $3.27 | 25377 | 50.50 | 384 | 0.190 | 22.73 | 2.03 | 3.03 | |||||||||||||||||
93 | Iraq | $3.27 | 25727 | 39.66 | 17 | 0.579 | 32.6 | 2.03 | 2.99 | |||||||||||||||||
94 | Rwanda | $3.27 | 7927 | 60.16 | 81 | 0.169 | 28.06 | 2.03 | 2.88 | |||||||||||||||||
95 | Bangladesh | $0.01 | 10673 | 51.70 | 138 | 1.131 | 43.7 | 2.03 | 2.87 | |||||||||||||||||
96 | Angola | $3.27 | 11813 | 76.37 | 20 | 0.002 | 19.96 | 2.03 | 2.83 | |||||||||||||||||
97 | Lao People's Democratic Republic | $3.27 | 3212 | 66.00 | 52 | 0.010 | 32.68 | 2.03 | 2.80 | |||||||||||||||||
98 | Guatemala | $3.27 | 18867 | 60.24 | 107 | 0.010 | 49.24 | 2.03 | 2.76 | |||||||||||||||||
99 | Zambia | $3.27 | 13926 | 59.53 | 39 | 0.093 | 21.26 | 2.03 | 2.71 | |||||||||||||||||
100 | Pakistan | $0.08 | 11834 | 52.73 | 72 | 4.345 | 14.04 | 2.03 | 2.69 | |||||||||||||||||
101 | Myanmar | $3.27 | 3818 | 60.15 | 14 | 0.098 | 20.71 | 2.03 | 2.46 |