Access to Talent Local Salaries Remote Working Infrastructure Overall Ranking
# Country City
1 Argentina Buenos Aires 94.03 81.31 -60.59% 16,588 35,805 59.70 75 75.60 100.00 91.24
2 India Bangalore 75.28 84.58 -79.52% 8,845 18,072 65.30 284 72.42 95.95 100.00
3 UK London 100.00 84.84 4.56% 44,174 94,597 80.50 334 English speaking 95.56 89.27
4 South Korea Seoul 93.82 90.76 -24.76% 31,202 69,427 77.60 86 73.08 94.65 92.83
5 France Paris 97.92 83.69 -3.81% 40,868 86,477 92.50 141 78.13 93.96 84.50
6 Malaysia Kuala Lumpur 78.45 69.00 -62.91% 15,295 34,417 70.80 106 79.45 93.63 79.67
7 Romania Bucharest 79.05 62.17 -63.98% 14,794 33,581 77.30 48 85.16 92.84 71.80
8 Hungary Budapest 82.48 68.33 -44.69% 22,277 52,583 66.30 43 86.37 92.39 75.82
9 Croatia Zagreb 75.85 68.36 -65.71% 13,509 33,305 66.50 13 89.78 91.96 77.75
10 Poland Warsaw 81.86 63.88 -38.32% 26,183 55,509 60.60 54 86.04 91.87 72.54
11 Portugal Lisbon 84.03 62.83 -31.33% 28,783 62,659 77.20 97 90.99 91.47 69.53
12 USA New York 92.12 100.00 30.84% 54,017 121,293 88.10 296 English speaking 91.25 97.57
13 Czechia Prague 81.86 66.48 -42.36% 24,370 52,096 79.50 44 78.90 91.12 72.66
14 Greece Athens 80.78 63.01 -47.10% 22,362 47,834 73.80 31 84.84 91.11 70.67
15 Slovenia Ljubljana 77.22 61.18 -43.21% 23,171 53,282 57.90 8 n/a 90.31 69.82
16 Germany Berlin 83.26 65.68 -18.72% 32,076 78,805 82.60 133 88.24 89.97 69.99
17 South Africa Johannesburg 78.24 71.05 -42.37% 24,160 52,577 77.30 52 89.23 89.44 77.13
18 Spain Madrid 85.07 70.72 -11.71% 37,330 79,812 81.30 130 74.07 89.10 74.31
19 Russia Moscow 84.45 75.32 -78.01% 8,843 20,926 75.70 52 67.14 88.78 82.29
20 Spain Barcelona 83.14 69.28 -12.73% 36,899 78,890 81.30 146 74.07 88.59 73.52
21 USA Boston 92.68 69.83 22.06% 50,395 113,160 88.10 47 English speaking 88.39 66.62
22 Portugal Porto 77.30 62.72 -32.48% 28,303 61,611 77.20 36 91.54 88.38 68.25
23 Singapore Singapore 78.37 82.71 -26.72% 30,101 68,286 95.30 124 91.76 88.06 85.63
24 Ukraine Kyiv 71.90 67.76 -88.09% 5,146 10,514 61.60 55 68.24 87.24 79.29
25 Estonia Tallinn 75.78 64.63 -37.68% 26,332 56,378 94.60 13 79.89 87.23 68.94
26 Malta Valetta 75.68 66.55 -28.10% 29,547 66,985 72.50 2 n/a 86.69 70.62
27 France Toulouse 81.94 66.05 -14.95% 35,757 77,352 92.50 9 73.30 86.66 67.30
28 Canada Montreal 80.35 77.75 -14.69% 36,181 76,845 99.30 65 English speaking 86.37 78.53
29 USA Los Angeles 88.17 81.06 29.54% 53,480 120,087 88.10 118 English speaking 86.33 77.12
30 Lithuania Vilnius 77.36 72.03 -22.52% 31,974 71,865 87.70 22 79.45 86.32 73.80
31 Canada Toronto 82.57 69.84 -1.87% 41,622 88,400 99.30 122 English speaking 86.27 71.19
32 Israel Tel Aviv 78.44 68.50 -13.57% 81,573 78.10 32 n/a 86.04 70.27
33 Italy Rome 80.29 65.11 -13.07% 36,052 80,218 63.40 49 71.65 85.89 68.90
34 China Shanghai 83.80 80.14 -44.52% 22,293 52,859 85.80 129 68.24 85.61 83.28
35 Germany Hamburg 78.66 67.18 -4.10% 37,846 92,979 82.60 67 88.24 85.43 67.88
36 Germany Munich 79.23 62.71 -2.09% 38,637 94,924 82.60 86 87.58 85.36 64.09
37 France Nantes 77.48 62.29 -17.49% 34,689 75,048 92.50 9 73.30 85.29 64.31
38 Australia Melbourne 89.54 67.48 26.85% 52,326 117,708 98.60 129 100.00 85.27 65.23
39 Austria Vienna 79.47 68.31 3.47% 43,739 93,552 89.50 94 94.95 84.99 68.99
40 USA Pittsburgh 81.63 61.49 2.66% 42,384 95,172 88.10 20 English speaking 84.79 61.17
41 USA Philadelphia 83.32 68.36 17.73% 48,608 109,146 88.10 43 English speaking 84.68 65.79
42 UK Edinburgh 77.96 62.01 -5.98% 39,720 85,059 80.50 24 English speaking 84.55 63.64
43 USA Atlanta 84.32 69.64 18.93% 49,102 110,257 88.10 61 English speaking 84.47 67.16
44 Ireland Dublin 81.28 72.95 3.88% 43,887 93,975 100.00 47 English speaking 84.39 71.39
45 Sweden Gothenburg 76.65 61.88 -12.62% 36,701 79,551 97.50 14 89.12 84.22 63.19
46 USA Denver 80.13 64.15 10.22% 45,504 102,176 88.10 75 English speaking 83.90 63.74
47 Sweden Stockholm 81.25 64.56 10.21% 46,753 99,256 97.50 53 91.65 83.85 63.67
48 UK Glasgow 78.03 59.53 1.62% 42,930 91,933 80.50 17 English speaking 83.61 60.35
49 Canada Quebec 79.60 73.45 1.23% 42,933 91,186 99.30 20 English speaking 83.57 71.75
50 USA Chicago 83.16 75.86 34.42% 55,495 124,611 88.10 109 English speaking 83.53 71.70
51 Canada Vancouver 77.12 86.48 -1.46% 41,795 88,769 99.30 45 English speaking 83.49 84.13
52 India New Delhi 70.03 75.94 -83.82% 6,987 14,277 65.30 168 65.38 83.47 86.36
53 Hong Kong Hong Kong 77.81 73.86 2.76% 42,213 95,761 95.90 187 71.98 83.37 74.72
54 Germany Frankfurt 79.42 66.22 15.26% 45,484 111,745 82.60 67 87.58 83.27 64.43
55 Iceland Reykjavik 75.00 60.70 -5.63% 37,875 90,011 84.90 9 n/a 83.10 61.15
56 New Zealand Auckland 78.24 68.18 3.35% 43,905 92,929 98.20 31 English speaking 83.01 67.18
57 USA Indianapolis 79.27 61.11 9.63% 45,264 101,637 88.10 15 English speaking 82.85 59.82
58 USA Miami 79.30 65.55 16.35% 48,036 107,862 88.10 64 English speaking 82.81 63.95
59 Australia Sydney 84.61 77.05 31.32% 54,169 121,855 98.60 95 English speaking 82.66 72.34
60 New Zealand Wellington 74.66 68.39 -5.88% 39,568 85,596 98.20 9 English speaking 82.61 67.90
61 Germany Cologne 78.65 66.48 15.72% 45,666 112,192 82.60 39 87.58 82.59 63.99
62 Netherlands Amsterdam 78.31 61.64 16.24% 46,747 110,657 93.80 101 100.00 82.59 60.72
63 Finland Helsinki 77.16 68.83 3.46% 44,688 91,314 99.70 20 92.53 82.52 67.57
64 Spain Malaga 73.33 65.45 -30.73% 29,043 63,190 81.30 17 70.88 82.50 68.48
65 Germany Dusseldorf 77.75 66.98 12.31% 44,318 108,880 82.60 45 87.58 82.48 65.02
66 USA Washington 80.82 73.30 30.80% 54,003 121,260 88.10 67 English speaking 82.36 68.99
67 USA Portland 77.49 61.54 11.52% 46,044 103,389 88.10 1 English speaking 82.22 59.65
68 USA Dallas 78.13 68.53 19.71% 49,425 110,982 88.10 53 English speaking 82.13 65.91
69 China Beijing 86.23 88.18 -32.90% 26,960 63,925 85.80 100 66.04 82.06 86.95
70 USA Phoenix 78.01 64.72 13.91% 47,029 105,601 88.10 32 English speaking 81.97 62.83
71 Lebanon Beirut 76.02 58.26 -3.73% 40,848 86,689 50.00 17 70.00 81.78 62.38
72 USA Tampa 77.24 62.21 13.56% 46,884 105,276 88.10 22 English speaking 81.66 60.44
73 USA Austin 76.98 61.61 25.04% 51,626 115,923 88.10 52 English speaking 80.59 59.09
74 Netherlands Rotterdam 80.47 64.94 33.63% 53,740 127,210 93.80 30 97.91 80.54 59.77
75 Belgium Brussels 79.74 64.67 41.06% 59,581 127,645 87.10 69 87.03 80.33 60.61
76 USA Houston 79.38 66.26 38.57% 57,025 128,898 88.10 60 English speaking 80.27 61.56
77 USA San Francisco 78.85 78.47 43.93% 59,425 133,436 88.10 79 English speaking 80.15 72.12
78 USA Nashville 76.45 61.00 27.39% 52,595 118,099 88.10 21 English speaking 79.96 57.57
79 Norway Oslo 76.50 61.21 29.75% 51,204 125,791 93.40 34 91.21 79.73 56.80
80 Italy Bologna 73.27 61.24 -13.20% 35,995 80,091 63.40 11 69.78 79.68 63.60
81 Vietnam Hanoi 69.41 64.50 -56.86% 18,113 39,282 55.50 58 65.82 79.52 72.24
82 USA New Orleans 76.08 58.74 32.55% 54,725 122,883 88.10 16 English speaking 79.07 54.79
83 USA Seattle 77.54 66.17 49.75% 61,826 138,828 88.10 44 English speaking 78.01 59.75
84 Denmark Copenhagen 77.51 70.96 57.71% 65,084 146,270 99.30 25 95.49 76.44 61.96
85 Georgia Tbilisi 67.29 61.04 -40.42% 24,459 55,550 70.30 17 65.93 75.54 63.77
86 Costa Rica San Jose 69.71 64.54 -21.33% 32,431 73,048 67.90 18 66.48 75.43 65.13
87 Switzerland Bern 75.56 62.43 58.77% 66,506 144,961 97.80 9 78.57 75.24 54.42
88 Russia St Petersburg 67.64 65.73 -49.36% 20,901 46,958 75.70 8 64.51 74.16 67.74
89 Japan Tokyo 87.09 85.43 14.56% 46,123 108,930 85.30 187 60.33 73.33 76.96
90 Brazil Rio de Janeiro 68.35 69.72 -47.06% 22,190 48,295 56.10 43 63.08 73.16 73.50
91 Pakistan Karachi 63.18 68.64 -60.41% 16,620 36,060 51.60 45 62.31 72.83 74.51
92 Switzerland Zurich 77.56 62.22 99.22% 84,208 180,135 97.80 39 78.57 71.49 50.00
93 Brazil Sao Paulo 65.56 93.92 -41.47% 24,711 52,991 56.10 146 61.43 70.48 95.52
94 Turkey Istanbul 70.88 62.48 -71.27% 12,148 25,961 67.40 79 57.69 69.32 66.25
95 Pakistan Islamabad 58.89 50.00 -60.91% 16,412 35,609 51.60 27 60.11 67.54 56.47
96 UAE Dubai 58.98 62.83 -15.35% 35,923 76,218 77.30 120 61.10 63.33 61.31
97 Mexico Mexico City 67.21 57.29 -73.00% 11,139 25,056 56.80 139 52.31 62.39 61.55
98 Colombia Medellin 50.08 59.06 -51.14% 20,514 44,502 56.20 44 54.40 54.64 59.67
99 UAE Abu Dhabi 50.26 56.77 -1.85% 41,650 88,368 77.30 33 57.69 51.79 50.42
100 Thailand Bangkok 50.00 54.19 -64.60% 14,216 33,745 70.30 123 50.00 50.00 54.00