Access to Talent Local Salaries Remote Working Infrastructure Overall Ranking
# Country City
1 South Korea Seoul 97.01 90.73 -50.04% 17,996 44,245 77.60 86 73.08 100.00 98.59
2 India Bangalore 80.15 85.41 -85.66% 5,432 12,106 65.30 284 72.42 99.96 100.00
3 Argentina Buenos Aires 85.61 65.00 -76.48% 8,909 19,860 59.70 75 75.60 99.88 95.23
4 UK London 100.00 93.59 3.19% 37,197 91,322 80.50 334 English speaking 99.50 98.13
5 Romania Bucharest 89.44 58.10 -73.76% 9,951 22,124 77.30 48 85.16 99.23 92.71
6 Portugal Lisbon 86.79 57.73 -72.86% 9,780 24,025 77.20 97 90.99 99.18 92.91
7 Poland Warsaw 86.43 61.11 -61.04% 14,830 32,733 60.60 54 86.04 98.60 93.47
8 Hungary Budapest 83.99 56.41 -64.71% 13,637 29,204 66.30 43 86.37 97.67 92.34
9 Malaysia Kuala Lumpur 84.08 57.44 -56.60% 16,441 36,633 70.80 106 79.45 97.49 92.36
10 Croatia Zagreb 80.63 55.23 -77.10% 8,257 20,259 66.50 13 89.78 97.48 92.36
11 South Africa Johannesburg 83.07 59.55 -66.41% 12,113 29,721 77.30 52 89.23 97.18 92.62
12 Portugal Porto 83.86 57.42 -64.66% 12,735 31,284 77.20 36 91.54 97.13 91.99
13 Greece Athens 86.55 58.88 -52.27% 17,243 42,151 73.80 31 84.84 97.05 91.75
14 Spain Barcelona 87.43 68.50 -41.73% 22,520 48,202 81.30 146 74.07 97.03 93.96
15 France Paris 94.08 94.77 -22.63% 29,901 64,008 92.50 141 78.13 96.95 98.39
16 Spain Madrid 86.64 71.79 -44.27% 21,541 46,106 81.30 130 74.07 96.85 94.67
17 Czechia Prague 85.97 55.47 -50.91% 17,686 43,459 79.50 44 78.90 96.56 90.79
18 Germany Munich 88.49 66.76 -32.14% 24,578 59,791 82.60 86 87.58 96.19 92.46
19 Malta Valetta 80.60 60.36 -58.12% 15,867 35,356 72.50 2 n/a 95.50 92.29
20 Belgium Brussels 82.50 53.18 -45.82% 19,526 47,952 87.10 69 87.03 95.30 90.06
21 Australia Melbourne 91.56 63.46 -7.26% 35,175 78,197 98.60 129 English speaking 94.89 90.72
22 Italy Rome 84.30 64.56 -50.66% 17,776 43,684 63.40 49 71.65 94.81 90.73
23 France Toulouse 85.98 62.29 -37.85% 24,019 51,417 92.50 9 73.30 94.54 91.30
24 Germany Berlin 86.34 72.63 -6.33% 33,739 82,945 82.60 133 88.24 94.28 92.69
25 Singapore Singapore 84.90 66.10 -20.87% 30,019 66,717 95.30 124 91.76 94.23 91.98
26 Canada Toronto 89.89 76.41 -6.44% 36,135 77,461 99.30 122 English speaking 94.16 93.44
27 Lithuania Vilnius 83.28 56.27 -33.73% 25,086 55,987 87.70 22 79.45 93.84 89.90
28 UK Glasgow 82.58 51.61 -28.35% 25,826 63,405 80.50 17 English speaking 93.69 88.60
29 France Nantes 82.23 56.15 -37.01% 24,344 52,112 92.50 9 73.30 93.48 89.96
30 Canada Montreal 86.11 66.01 -18.27% 31,567 67,667 99.30 65 English speaking 93.46 91.40
31 UK Edinburgh 83.15 51.84 -20.45% 28,675 70,398 80.50 24 English speaking 93.34 88.29
32 USA Atlanta 95.04 64.69 19.32% 45,324 100,463 88.10 61 English speaking 93.24 89.35
33 Slovenia Ljubljana 82.02 55.21 -3.48% 34,745 85,521 57.90 8 n/a 93.06 88.93
34 Estonia Tallinn 80.63 53.14 -34.20% 25,411 54,484 94.60 13 79.89 92.83 89.17
35 Australia Sydney 88.82 64.75 6.05% 40,185 89,508 98.60 95 English speaking 92.77 90.09
36 Germany Hamburg 81.67 56.80 -8.43% 32,982 81,085 82.60 67 88.24 92.47 88.97
37 Lebanon Beirut 79.29 50.34 -65.93% 12,932 28,704 50.00 17 70.00 92.41 85.94
38 Germany Cologne 81.07 63.73 -13.61% 31,118 76,502 82.60 39 87.58 92.38 90.51
39 Germany Dusseldorf 81.42 63.80 -10.79% 32,134 79,000 82.60 45 87.58 92.33 90.42
40 Austria Vienna 81.83 55.39 -10.39% 34,597 74,206 89.50 94 94.95 92.28 89.14
41 Ireland Dublin 85.06 63.12 -8.65% 35,313 75,563 100.00 47 English speaking 92.16 90.17
42 Finland Helsinki 82.62 56.73 -14.67% 32,334 72,025 99.70 20 92.53 91.84 88.84
43 Norway Oslo 81.03 55.35 -10.99% 32,248 78,408 93.40 34 91.21 91.82 88.42
44 Germany Frankfurt 81.94 63.44 1.78% 36,663 90,134 82.60 67 87.58 91.79 89.85
45 Sweden Gothenburg 81.40 56.22 -18.60% 31,363 67,564 97.50 14 89.12 91.77 89.03
46 Sweden Stockholm 84.07 62.05 -4.04% 37,059 79,457 97.50 53 91.65 91.75 89.85
47 Canada Vancouver 81.50 61.55 -14.09% 33,179 71,123 99.30 45 English speaking 91.69 90.12
48 USA Los Angeles 92.69 72.05 40.05% 53,055 118,230 88.10 118 English speaking 91.68 90.28
49 New Zealand Auckland 82.70 56.89 -10.73% 34,411 74,044 98.20 31 English speaking 91.64 88.88
50 Iceland Reykjavik 80.21 50.94 -11.25% 32,158 78,176 84.90 9 n/a 91.52 87.44
51 USA New York 90.75 90.44 63.23% 61,836 137,799 88.10 296 English speaking 91.36 94.31
52 New Zealand Wellington 79.91 56.64 -15.35% 32,674 70,116 98.20 9 English speaking 91.02 88.91
53 Netherlands Rotterdam 80.35 60.62 -3.42% 37,295 79,975 93.80 30 97.91 90.55 89.40
54 Netherlands Amsterdam 82.03 54.37 16.79% 45,099 96,710 93.80 101 100.00 90.19 87.61
55 Spain Malaga 77.90 62.85 -43.60% 21,640 47,004 81.30 17 70.88 89.82 87.97
56 USA Boston 95.66 69.78 64.65% 62,377 139,005 88.10 47 English speaking 89.78 88.08
57 USA Indianapolis 83.75 53.52 19.93% 45,436 101,252 88.10 15 English speaking 89.73 86.61
58 USA New Orleans 80.81 50.00 11.90% 42,487 94,250 88.10 16 English speaking 89.56 86.28
59 Canada Quebec 83.83 56.00 20.10% 46,437 99,318 99.30 20 English speaking 89.33 87.12
60 Denmark Copenhagen 82.61 57.35 19.07% 45,100 100,543 99.30 25 95.49 89.32 87.35
61 USA Houston 83.61 57.16 33.32% 50,507 112,553 88.10 60 English speaking 89.16 87.05
62 USA Tampa 82.28 54.69 24.65% 47,222 105,233 88.10 22 English speaking 89.05 86.68
63 USA Denver 84.81 59.85 41.29% 53,527 119,283 88.10 75 English speaking 89.03 87.33
64 Ukraine Kyiv 74.69 60.37 -77.24% 8,431 19,643 61.60 55 68.24 88.63 84.95
65 USA Miami 83.24 56.59 43.40% 54,324 121,058 88.10 64 English speaking 88.33 86.46
66 Italy Bologna 77.48 59.98 -32.07% 24,610 59,847 63.40 11 69.78 88.08 85.04
67 USA Chicago 85.78 67.30 63.82% 62,060 138,299 88.10 109 English speaking 87.93 88.04
68 USA Philadelphia 85.95 60.51 56.25% 59,194 131,910 88.10 43 English speaking 87.82 86.51
69 USA Phoenix 82.80 58.19 45.71% 55,202 123,016 88.10 32 English speaking 87.68 86.45
70 USA Nashville 81.12 52.26 41.21% 53,496 119,213 88.10 21 English speaking 87.46 85.34
71 USA Portland 81.86 54.94 41.50% 53,607 119,460 88.10 1 English speaking 87.41 85.75
72 Switzerland Zurich 82.43 57.13 54.68% 55,786 136,818 97.80 39 78.57 87.34 85.34
73 Russia Moscow 83.97 70.03 -62.94% 14,328 30,650 75.70 52 67.14 87.23 83.77
74 USA Dallas 82.36 68.12 57.58% 59,696 133,029 88.10 53 English speaking 86.88 88.13
75 USA Washington 83.23 75.30 63.03% 61,762 137,635 88.10 67 English speaking 86.85 89.48
76 USA Seattle 82.27 79.71 59.26% 60,333 134,451 88.10 44 English speaking 86.63 90.43
77 USA Austin 82.04 58.08 60.98% 60,987 135,908 88.10 52 English speaking 86.52 85.82
78 Switzerland Bern 80.27 56.54 61.09% 58,530 141,529 97.80 9 78.57 85.88 84.73
79 China Shanghai 83.82 73.30 -17.31% 31,872 68,591 85.80 129 68.24 85.75 84.49
80 Vietnam Hanoi 73.77 61.33 -88.11% 4,601 9,826 55.50 58 65.82 85.73 81.57
81 India New Delhi 71.35 70.22 -87.18% 4,857 10,824 65.30 168 65.38 84.71 82.83
82 USA San Francisco 82.23 100.00 90.80% 72,283 161,079 88.10 79 English speaking 84.58 93.43
83 Hong Kong Hong Kong 83.33 69.00 89.71% 71,879 160,144 95.90 187 71.98 84.15 85.51
84 Georgia Tbilisi 69.05 50.40 -94.14% 2,263 4,847 70.30 17 65.93 83.52 78.71
85 Costa Rica San Jose 71.67 55.52 -55.87% 16,739 37,209 67.90 18 66.48 82.38 79.07
86 USA Pittsburgh 85.86 53.46 135.30% 89,142 198,650 88.10 20 English speaking 81.46 80.95
87 Russia St Petersburg 70.87 59.82 -68.62% 11,892 26,482 75.70 8 64.51 79.37 76.58
88 Brazil Rio de Janeiro 70.27 75.52 -79.28% 7,463 18,342 56.10 43 63.08 79.36 78.75
89 China Beijing 87.34 85.99 27.86% 49,393 105,824 85.80 100 66.04 79.12 80.67
90 Israel Tel Aviv 81.95 58.18 166.80% 101,165 225,032 78.10 32 n/a 78.50 80.75
91 Pakistan Karachi 63.35 69.57 -92.37% 2,948 6,307 51.60 45 62.31 77.52 76.98
92 Brazil Sao Paulo 66.92 89.63 -79.75% 7,295 17,928 56.10 146 61.43 76.90 79.41
93 Japan Tokyo 81.91 82.49 -40.63% 22,946 49,108 85.30 187 60.33 74.49 73.15
94 Pakistan Islamabad 61.35 58.45 -91.87% 3,144 6,728 51.60 27 60.11 73.08 70.34
95 UAE Dubai 60.67 59.17 -51.13% 18,907 40,395 77.30 120 61.10 70.64 69.93
96 Turkey Istanbul 69.05 78.74 -84.88% 5,842 12,516 67.40 79 57.69 69.91 69.38
97 Mexico Mexico City 69.81 61.72 -75.71% 9,212 20,484 56.80 139 52.31 61.84 56.11
98 UAE Abu Dhabi 52.66 58.36 -36.46% 24,579 52,513 77.30 33 57.69 60.71 62.04
99 Colombia Medellin 50.00 52.53 -72.09% 10,534 23,649 56.20 44 54.40 58.86 57.27
100 Thailand Bangkok 50.51 61.64 -54.12% 17,731 37,965 70.30 123 50.00 50.00 50.00