Access to Talent Local Salaries Remote Working Infrastructure Overall Ranking
# Country City
1 Argentina Buenos Aires 81.48 50.05 -75.05% 5,815 12,463 59.70 75 75.60 100.00 98.25
2 Romania Bucharest 84.70 50.13 -74.49% 5,954 12,722 77.30 48 85.16 99.74 97.43
3 India Bangalore 72.85 51.13 -82.56% 4,066 8,709 65.30 284 72.42 98.19 100.00
4 South Korea Seoul 96.90 61.42 -14.32% 18,617 45,797 77.60 86 73.08 97.42 93.46
5 UK London 100.00 58.66 21.33% 26,375 64,828 80.50 334 English speaking 96.91 86.85
6 Malaysia Kuala Lumpur 77.67 50.16 -76.28% 5,526 11,846 70.80 106 79.45 96.41 98.28
7 Russia Moscow 85.57 52.21 -59.99% 9,034 20,626 75.70 52 67.14 95.48 85.54
8 Poland Warsaw 80.52 51.23 -52.90% 10,675 24,194 60.60 54 86.04 93.78 94.89
9 Japan Tokyo 97.48 100.00 -10.73% 20,395 45,499 85.30 187 60.33 92.62 94.50
10 Lebanon Beirut 74.44 50.03 -67.49% 7,433 16,558 50.00 17 70.00 91.85 91.43
11 Hungary Budapest 77.49 50.13 -58.58% 9,359 21,337 66.30 43 86.37 91.71 94.90
12 India New Delhi 69.69 50.71 -85.24% 3,441 7,371 65.30 168 65.38 91.18 86.87
13 Portugal Lisbon 81.56 50.21 -36.69% 13,907 33,510 77.20 97 90.99 90.33 90.88
14 Australia Melbourne 86.54 52.19 -25.03% 17,481 37,425 98.60 129 100.00 89.98 90.57
15 Greece Athens 80.14 50.16 -42.25% 12,684 30,566 73.80 31 84.84 89.42 91.53
16 France Paris 93.55 56.88 7.64% 24,619 54,803 92.50 141 78.13 88.96 87.78
17 Czechia Prague 80.30 50.48 -40.11% 13,164 31,676 79.50 44 78.90 88.60 91.23
18 Mexico Mexico City 81.87 50.31 -51.16% 11,201 24,798 56.80 139 52.31 88.51 57.50
19 Vietnam Hanoi 70.99 50.17 -70.23% 6,677 15,447 55.50 58 65.82 88.36 84.43
20 China Beijing 90.70 51.85 -13.88% 19,670 43,903 85.80 100 66.04 88.33 75.57
21 Turkey Istanbul 74.06 51.67 -78.79% 4,855 10,793 67.40 79 57.69 88.14 71.89
22 China Shanghai 82.48 52.82 -34.66% 14,942 33,271 85.80 129 68.24 88.01 83.82
23 South Africa Johannesburg 74.99 50.54 -53.43% 10,249 24,609 77.30 52 89.23 87.79 93.76
24 Slovenia Ljubljana 74.21 50.04 -44.10% 12,150 29,878 57.90 8 n/a 86.66 92.10
25 Portugal Porto 77.21 50.04 -41.18% 12,923 31,129 77.20 36 91.54 86.60 91.20
26 Spain Madrid 80.42 52.77 -24.57% 17,253 38,403 81.30 130 74.07 86.23 90.85
27 Brazil Rio de Janeiro 68.29 50.31 -74.11% 5,633 13,820 56.10 43 63.08 85.70 79.98
28 Singapore Singapore 77.88 52.07 -35.49% 15,020 32,254 95.30 124 91.76 85.66 92.24
29 Croatia Zagreb 72.45 50.07 -47.70% 11,494 27,671 66.50 13 89.78 84.81 92.54
30 Spain Barcelona 81.14 52.04 -11.59% 20,220 45,007 81.30 146 74.07 84.14 88.30
31 Brazil Sao Paulo 65.87 54.47 -68.47% 6,861 16,833 56.10 146 61.43 84.02 79.15
32 Italy Rome 79.07 50.26 -16.47% 18,355 44,192 63.40 49 71.65 83.88 84.95
33 Germany Berlin 81.29 51.58 -6.03% 20,448 50,163 82.60 133 88.24 83.68 86.20
34 Ukraine Kyiv 70.08 50.75 -50.38% 11,585 24,739 61.60 55 68.24 82.50 85.69
35 Hong Kong Hong Kong 76.80 50.06 -18.17% 18,971 41,091 95.90 187 71.98 81.64 86.47
36 Costa Rica San Jose 68.66 50.13 -60.70% 9,149 19,651 67.90 18 66.48 81.62 83.41
37 Germany Munich 82.78 50.61 5.87% 23,039 56,518 82.60 86 87.58 81.29 83.22
38 Canada Toronto 84.36 51.62 9.91% 25,124 55,990 99.30 122 English speaking 80.35 83.98
39 Russia St Petersburg 68.74 50.17 -60.81% 8,846 20,212 75.70 8 64.51 80.33 79.44
40 USA Chicago 81.37 54.71 -0.92% 23,049 49,573 88.10 109 English speaking 80.29 88.06
41 Pakistan Karachi 61.03 50.19 -73.55% 5,912 13,773 51.60 45 62.31 79.99 78.72
42 Germany Hamburg 74.18 52.51 -21.89% 17,172 41,312 82.60 67 88.24 79.97 89.33
43 Lithuania Vilnius 75.99 50.04 -24.68% 17,441 37,869 87.70 22 79.45 79.91 88.62
44 France Toulouse 79.49 50.17 -13.23% 19,823 44,229 92.50 9 73.30 79.87 86.46
45 Australia Sydney 82.89 50.89 3.44% 24,120 51,637 98.60 95 English speaking 79.67 84.84
46 Estonia Tallinn 72.24 50.02 -34.91% 14,818 33,288 94.60 13 79.89 79.12 90.01
47 Germany Dusseldorf 73.02 50.63 -23.55% 16,806 40,429 82.60 45 87.58 78.96 88.35
48 USA Los Angeles 91.41 57.70 40.79% 32,753 70,443 88.10 118 English speaking 78.68 82.97
49 Spain Malaga 70.19 50.08 -37.93% 14,126 31,757 81.30 17 70.88 78.39 87.02
50 Germany Cologne 73.10 50.66 -20.72% 17,429 41,930 82.60 39 87.58 78.27 87.83
51 Austria Vienna 74.55 50.20 -14.76% 19,453 43,490 89.50 94 94.95 78.14 87.25
52 Pakistan Islamabad 59.84 50.06 -74.56% 5,678 13,260 51.60 27 60.11 78.05 74.76
53 Italy Bologna 70.70 50.07 -25.13% 16,455 39,605 63.40 11 69.78 77.61 82.78
54 USA Atlanta 92.28 51.47 43.47% 33,377 71,785 88.10 61 English speaking 77.56 78.40
55 UK Edinburgh 75.27 50.10 -8.77% 19,833 48,748 80.50 24 English speaking 77.41 85.17
56 France Nantes 74.15 50.05 -18.03% 18,715 41,804 92.50 9 73.30 76.73 87.19
57 Canada Montreal 79.32 55.76 6.33% 24,305 54,163 99.30 65 English speaking 75.98 86.76
58 Georgia Tbilisi 65.09 50.00 -48.07% 11,786 26,638 70.30 17 65.93 75.54 79.92
59 USA Pittsburgh 79.61 50.57 7.75% 25,067 53,913 88.10 20 English speaking 75.01 83.57
60 Canada Quebec 76.06 50.23 -4.23% 21,891 48,784 99.30 20 English speaking 74.89 84.93
61 USA Boston 96.31 51.84 68.59% 39,222 84,356 88.10 47 English speaking 74.59 74.35
62 USA New York 92.04 59.68 76.91% 41,157 88,518 88.10 296 English speaking 74.37 79.20
63 Ireland Dublin 78.31 50.54 7.89% 24,651 54,977 100.00 47 English speaking 74.35 83.18
64 Sweden Gothenburg 72.77 50.22 -10.25% 20,504 45,740 97.50 14 89.12 73.70 85.95
65 Germany Frankfurt 74.32 50.58 8.04% 23,511 57,674 82.60 67 87.58 73.68 82.70
66 Netherlands Amsterdam 73.88 50.58 2.60% 23,477 52,209 93.80 101 100.00 73.53 84.57
67 Belgium Brussels 75.39 50.50 11.14% 24,388 58,880 87.10 69 87.03 73.42 82.18
68 Malta Valetta 71.93 50.64 -6.09% 21,809 47,072 72.50 2 n/a 73.18 86.18
69 Iceland Reykjavik 71.23 50.01 -5.17% 20,832 50,187 84.90 9 n/a 72.57 84.46
71 New Zealand Auckland 74.51 50.15 3.37% 23,664 52,572 98.20 31 English speaking 72.17 83.71
70 USA Houston 76.72 51.18 13.53% 26,412 56,804 88.10 60 English speaking 72.17 83.21
72 Netherlands Rotterdam 71.92 50.49 -0.72% 22,712 50,534 93.80 30 97.91 71.27 84.65
73 New Zealand Wellington 70.73 50.10 -6.79% 21,319 47,447 98.20 9 English speaking 71.07 85.25
74 Sweden Stockholm 76.99 52.57 20.67% 27,590 61,450 97.50 53 91.65 70.72 82.37
75 Denmark Copenhagen 74.99 51.34 10.60% 25,713 55,377 99.30 25 95.49 70.25 83.42
76 Finland Helsinki 74.61 50.86 10.68% 25,795 55,275 99.70 20 92.53 69.72 83.13
77 USA Nashville 73.01 50.28 8.74% 25,297 54,407 88.10 21 English speaking 69.54 83.24
78 USA Denver 77.92 50.80 32.33% 30,784 66,209 88.10 75 English speaking 69.03 79.94
79 USA Portland 74.48 50.80 17.20% 26,667 59,971 88.10 1 English speaking 68.92 81.58
80 Canada Vancouver 73.23 60.70 17.09% 26,765 59,646 99.30 45 English speaking 68.24 87.80
81 Norway Oslo 72.83 50.31 23.07% 26,744 65,786 93.40 34 91.21 68.05 79.49
82 USA Philadelphia 81.38 51.29 47.53% 34,339 73,776 88.10 43 English speaking 67.54 77.52
83 Colombia Medellin 50.49 50.11 -70.18% 6,815 15,196 56.20 44 54.40 66.94 63.80
84 USA New Orleans 72.42 50.08 17.45% 27,323 58,765 88.10 16 English speaking 66.92 81.63
85 UK Glasgow 74.57 50.17 37.21% 30,118 72,663 80.50 17 English speaking 66.33 77.20
86 USA Miami 75.94 51.06 39.64% 32,485 69,867 88.10 64 English speaking 65.51 78.81
87 Israel Tel Aviv 74.05 50.23 33.91% 31,192 66,913 78.10 32 n/a 65.37 79.31
88 USA Indianapolis 76.29 50.43 39.07% 32,355 69,581 88.10 15 English speaking 64.90 78.23
89 USA Tampa 74.11 50.46 39.26% 32,396 69,676 88.10 22 English speaking 63.27 78.26
90 USA Seattle 74.71 53.95 48.11% 34,457 74,109 88.10 44 English speaking 62.12 79.03
91 Thailand Bangkok 56.79 50.16 -36.03% 14,565 32,714 70.30 123 50.00 62.08 50.00
92 USA Phoenix 74.74 50.56 51.95% 35,376 75,971 88.10 32 English speaking 60.97 76.28
93 USA Austin 73.84 52.28 53.06% 35,607 76,582 88.10 52 English speaking 60.43 77.24
94 USA Dallas 75.26 51.59 61.32% 37,530 80,716 88.10 53 English speaking 59.65 75.45
95 UAE Dubai 58.85 50.03 -1.30% 22,556 50,293 77.30 120 61.10 59.29 63.80
96 USA San Francisco 75.81 57.62 86.97% 43,498 93,552 88.10 79 English speaking 54.59 74.98
97 Switzerland Zurich 74.25 50.61 87.45% 41,167 99,226 97.80 39 78.57 54.50 68.49
98 Switzerland Bern 71.27 50.20 80.77% 39,702 95,691 97.80 9 78.57 52.98 69.24
99 USA Washington 77.37 52.06 99.83% 46,488 99,984 88.10 67 English speaking 52.57 69.39
100 UAE Abu Dhabi 50.00 50.23 -5.08% 21,684 48,381 77.30 33 57.69 50.00 57.92