Access to Talent Local Salaries Remote Working Infrastructure Overall Ranking
# Country City
1 India Bangalore 70.02 54.81 -86.21% 5,499 11,244 65.30 284 72.42 100.00 94.41
2 Malaysia Kuala Lumpur 75.13 51.26 -84.08% 6,049 13,624 70.80 106 79.45 99.66 93.12
3 Argentina Buenos Aires 76.51 52.24 -74.98% 10,031 20,266 59.70 75 75.60 99.64 93.24
4 UK London 100.00 88.55 -9.45% 35,339 75,466 80.50 334 English speaking 99.38 100.00
5 Romania Bucharest 83.79 51.21 -73.67% 9,977 22,588 77.30 48 85.16 99.22 91.96
6 Poland Warsaw 79.06 51.94 -56.89% 16,860 35,844 60.60 54 86.04 98.09 92.05
7 South Korea Seoul 94.67 54.90 -31.48% 26,303 58,055 77.60 86 73.08 98.03 91.01
8 Portugal Lisbon 79.31 51.58 -55.53% 17,334 37,113 77.20 97 90.99 97.55 91.55
9 Hungary Budapest 75.01 51.00 -59.99% 14,817 35,073 66.30 43 86.37 97.39 91.54
10 Spain Madrid 79.64 54.79 -52.10% 18,692 39,932 81.30 130 74.07 97.32 92.25
11 Spain Barcelona 81.10 53.73 -46.94% 20,705 44,231 81.30 146 74.07 97.26 91.83
12 Slovenia Ljubljana 72.26 50.69 -52.95% 17,646 40,759 57.90 8 n/a 96.48 91.24
13 France Paris 89.64 60.11 -16.24% 32,671 69,846 92.50 141 78.13 96.05 91.70
14 Greece Athens 79.60 51.70 -41.14% 22,962 49,068 73.80 31 84.84 95.75 90.53
15 South Africa Johannesburg 74.30 51.99 -51.76% 18,894 40,060 77.30 52 89.23 95.74 91.15
16 Croatia Zagreb 69.95 50.83 -50.23% 18,631 43,201 66.50 13 89.78 95.33 90.77
17 Australia Melbourne 87.80 52.33 -15.49% 32,157 72,218 98.60 129 English speaking 95.21 89.40
18 Czechia Prague 78.09 50.82 -39.06% 23,770 50,824 79.50 44 78.90 95.18 90.06
19 Portugal Porto 74.88 50.89 -42.22% 22,559 48,137 77.20 36 91.54 95.02 90.31
20 Italy Rome 77.95 50.85 -49.75% 19,205 42,764 63.40 49 71.65 94.49 88.69
21 Canada Toronto 85.08 54.62 -13.42% 33,907 71,901 99.30 122 English speaking 94.31 89.94
22 Australia Sydney 83.41 51.86 -8.60% 34,780 78,108 98.60 95 English speaking 93.58 88.71
23 Germany Frankfurt 72.00 52.71 -25.61% 27,441 65,452 82.60 67 87.58 93.51 89.75
24 Germany Dusseldorf 71.53 52.69 -25.74% 27,396 65,338 82.60 45 87.58 93.15 89.60
25 Germany Hamburg 71.43 51.40 -21.56% 28,888 69,108 82.60 67 88.24 93.13 89.20
27 Germany Cologne 70.63 52.69 -26.24% 27,215 64,881 82.60 39 87.58 93.04 89.59
26 Lithuania Vilnius 74.21 51.12 -25.84% 28,217 63,373 87.70 22 79.45 93.04 89.07
28 UK Glasgow 73.40 50.00 -27.01% 28,486 60,830 80.50 17 English speaking 92.99 89.06
29 UK Edinburgh 74.34 50.24 -22.14% 30,386 64,888 80.50 24 English speaking 92.80 88.92
30 USA New York 82.53 63.33 37.01% 52,065 117,243 88.10 296 English speaking 92.75 90.74
31 Estonia Tallinn 70.10 50.43 -34.68% 25,451 54,530 94.60 13 79.89 92.73 89.28
32 Hong Kong Hong Kong 76.26 51.63 -23.35% 28,998 65,868 95.90 187 71.98 92.71 88.10
33 France Toulouse 78.61 50.56 -17.69% 32,110 68,624 92.50 9 73.30 92.68 88.48
34 Austria Vienna 71.58 66.19 -15.04% 33,032 71,086 89.50 94 94.95 92.37 92.86
35 Singapore Singapore 76.98 87.83 2.12% 38,647 87,724 95.30 124 91.76 92.15 97.43
36 Canada Montreal 79.01 52.35 -5.39% 37,052 78,570 99.30 65 English speaking 92.05 88.59
37 Netherlands Amsterdam 72.47 51.39 -5.12% 35,327 82,763 93.80 101 100.00 91.92 88.43
38 Lebanon Beirut 72.30 50.64 -58.74% 16,244 34,087 50.00 17 70.00 91.85 86.65
39 France Nantes 72.79 50.16 -16.91% 32,412 69,282 92.50 9 73.30 91.65 88.34
40 Sweden Stockholm 75.52 52.52 -6.72% 36,335 77,885 97.50 53 91.65 91.63 88.64
41 Malta Valetta 70.22 54.57 -9.43% 34,359 77,622 72.50 2 n/a 91.52 89.39
42 USA Atlanta 92.70 53.57 36.07% 51,708 116,438 88.10 61 English speaking 91.39 86.76
43 Norway Oslo 70.70 51.27 -4.65% 34,908 84,470 93.40 34 91.21 91.06 87.86
44 Iceland Reykjavik 69.68 50.02 -8.26% 33,653 81,126 84.90 9 n/a 91.03 87.69
45 Israel Tel Aviv 72.17 51.49 0.65% 38,311 85,981 78.10 32 n/a 90.99 88.10
46 USA Pittsburgh 78.26 50.94 7.91% 41,007 92,341 88.10 20 English speaking 90.91 87.26
47 Sweden Gothenburg 71.63 51.12 -10.83% 34,748 74,423 97.50 14 89.12 90.87 88.23
48 Germany Munich 82.67 53.33 34.87% 48,989 120,321 82.60 86 87.58 90.75 86.74
49 Netherlands Rotterdam 69.61 51.62 -4.21% 35,659 83,571 93.80 30 97.91 90.66 87.97
50 New Zealand Auckland 73.72 51.05 -0.03% 38,930 83,502 98.20 31 English speaking 90.45 87.76
52 Finland Helsinki 73.45 51.39 -2.69% 38,480 80,003 99.70 20 92.53 90.33 87.93
51 New Zealand Wellington 69.28 50.88 -9.97% 35,089 75,127 98.20 9 English speaking 90.33 88.07
53 USA Denver 76.73 51.82 19.64% 45,464 102,378 88.10 75 English speaking 90.27 87.25
54 USA Nashville 70.82 50.43 2.07% 38,787 87,342 88.10 21 English speaking 90.19 87.44
55 USA Philadelphia 77.40 52.91 22.74% 46,639 105,025 88.10 43 English speaking 89.97 87.15
56 Germany Berlin 78.38 88.57 44.43% 52,459 128,843 82.60 133 88.24 89.96 95.40
57 Belgium Brussels 72.69 59.67 15.17% 44,606 96,729 87.10 69 87.03 89.84 89.55
58 USA Houston 74.58 52.35 19.71% 45,489 102,434 88.10 60 English speaking 89.80 87.28
59 Denmark Copenhagen 73.21 51.88 10.45% 41,917 94,625 99.30 25 95.49 89.66 87.22
60 Canada Vancouver 71.59 51.75 7.51% 42,103 89,280 99.30 45 English speaking 89.57 87.66
61 USA Dallas 72.43 53.66 20.93% 45,955 103,483 88.10 53 English speaking 89.30 87.50
62 Spain Malaga 69.59 50.52 -36.27% 24,864 53,125 81.30 17 70.88 89.19 85.84
63 USA New Orleans 70.41 50.10 13.10% 42,979 96,783 88.10 16 English speaking 89.15 86.76
64 USA Phoenix 73.80 51.66 29.85% 49,344 111,116 88.10 32 English speaking 88.46 86.40
66 USA Boston 91.77 53.65 74.43% 66,285 149,263 88.10 47 English speaking 88.26 84.71
65 USA Los Angeles 87.57 56.43 74.49% 66,304 149,308 88.10 118 English speaking 88.26 85.89
67 Ukraine Kyiv 67.73 51.47 -69.67% 12,123 24,665 61.60 55 68.24 88.19 83.99
68 USA Tampa 72.94 51.12 30.61% 49,632 111,764 88.10 22 English speaking 88.16 86.16
69 Canada Quebec 75.49 50.84 30.24% 50,617 109,003 99.30 20 English speaking 88.06 86.08
70 USA Indianapolis 75.16 50.76 36.82% 51,991 117,075 88.10 15 English speaking 87.95 85.70
71 USA Washington 73.27 83.22 43.27% 54,443 122,598 88.10 67 English speaking 87.85 93.88
72 USA Austin 72.52 51.20 38.03% 52,451 118,111 88.10 52 English speaking 87.81 86.00
73 Russia Moscow 83.15 52.03 -61.20% 14,843 32,978 75.70 52 67.14 87.40 81.20
74 Italy Bologna 70.69 50.38 -22.43% 29,712 65,873 63.40 11 69.78 87.05 83.62
75 USA Chicago 76.98 55.31 69.59% 64,446 145,122 88.10 109 English speaking 86.80 85.80
76 China Shanghai 82.25 53.53 -11.68% 32,907 76,991 85.80 129 68.24 85.53 81.05
77 India New Delhi 66.22 53.41 -88.07% 4,757 9,727 65.30 168 65.38 85.27 80.93
78 USA Seattle 72.56 52.29 70.57% 64,816 145,956 88.10 44 English speaking 85.12 84.55
79 Vietnam Hanoi 70.28 52.38 -70.80% 11,602 23,883 55.50 58 65.82 84.73 80.35
80 USA Miami 74.15 52.31 81.30% 68,893 155,137 88.10 64 English speaking 84.70 84.14
81 USA San Francisco 71.79 58.72 91.36% 72,719 163,752 88.10 79 English speaking 83.78 85.33
82 Switzerland Bern 69.82 51.11 73.56% 67,056 146,118 97.80 9 78.57 83.55 83.88
83 China Beijing 90.60 56.39 -14.76% 31,785 74,256 85.80 100 66.04 82.80 77.85
84 USA Portland 71.70 50.76 94.04% 73,735 166,041 88.10 1 English speaking 82.63 82.67
85 Ireland Dublin 77.10 52.08 121.20% 86,209 184,606 100.00 47 English speaking 80.94 82.00
86 Georgia Tbilisi 62.24 50.79 -50.97% 18,583 42,053 70.30 17 65.93 80.63 78.08
87 Costa Rica San Jose 65.19 51.22 -26.79% 27,857 62,568 67.90 18 66.48 80.38 78.05
88 Russia St Petersburg 67.56 51.31 -62.98% 14,196 31,397 75.70 8 64.51 79.45 76.15
89 Switzerland Zurich 73.22 51.57 145.85% 95,823 205,160 97.80 39 78.57 78.23 80.66
90 Brazil Rio de Janeiro 69.53 52.89 -56.98% 16,888 35,646 56.10 43 63.08 77.99 74.75
91 Brazil Sao Paulo 66.55 55.79 -76.90% 9,002 19,272 56.10 146 61.43 77.27 74.24
92 Pakistan Karachi 58.94 52.59 -75.45% 9,800 19,988 51.60 45 62.31 76.84 74.46
93 Japan Tokyo 86.00 100.00 -12.91% 32,462 75,902 85.30 187 60.33 72.96 79.19
94 Pakistan Islamabad 59.68 51.13 -76.06% 9,564 19,473 51.60 27 60.11 72.62 70.12
95 Turkey Istanbul 74.95 52.06 -90.66% 3,636 7,804 67.40 79 57.69 71.36 66.40
96 UAE Dubai 56.45 51.69 -46.97% 20,763 44,044 77.30 120 61.10 70.95 70.11
97 Mexico Mexico City 83.92 51.83 -53.49% 17,959 39,186 56.80 139 52.31 61.12 55.80
98 Colombia Medellin 50.54 51.75 -64.63% 13,979 29,096 56.20 44 54.40 59.35 59.49
99 UAE Abu Dhabi 50.00 51.27 32.57% 51,908 110,111 77.30 33 57.69 55.74 59.42
100 Thailand Bangkok 57.65 51.71 -35.84% 24,105 55,501 70.30 123 50.00 50.00 50.00