Access to Talent		Local Salaries			Remote Working Infrastructure			Overall Ranking
#	Country	City
1	South Korea	Seoul	97.01	90.73	-50.04%	15,014	36,912	77.60	86	73.08	100.00	98.59
2	India	Bangalore	80.15	85.41	-85.66%	4,532	10,099	65.30	284	72.42	99.96	100.00
3	Argentina	Buenos Aires	85.61	65.00	-76.48%	7,433	16,569	59.70	75	75.60	99.88	95.23
4	UK	London	100.00	93.59	3.19%	31,032	76,187	80.50	334	English speaking	99.50	98.13
5	Romania	Bucharest	89.44	58.10	-73.76%	8,302	18,457	77.30	48	85.16	99.23	92.71
6	Portugal	Lisbon	86.79	57.73	-72.86%	8,159	20,044	77.20	97	90.99	99.18	92.91
7	Poland	Warsaw	86.43	61.11	-61.04%	12,372	27,308	60.60	54	86.04	98.60	93.47
8	Hungary	Budapest	83.99	56.41	-64.71%	11,377	24,364	66.30	43	86.37	97.67	92.34
9	Malaysia	Kuala Lumpur	84.08	57.44	-56.60%	13,716	30,562	70.80	106	79.45	97.49	92.36
10	Croatia	Zagreb	80.63	55.23	-77.10%	6,888	16,901	66.50	13	89.78	97.48	92.36
11	South Africa	Johannesburg	83.07	59.55	-66.41%	10,106	24,795	77.30	52	89.23	97.18	92.62
12	Portugal	Porto	83.86	57.42	-64.66%	10,624	26,099	77.20	36	91.54	97.13	91.99
13	Greece	Athens	86.55	58.88	-52.27%	14,386	35,166	73.80	31	84.84	97.05	91.75
14	Spain	Barcelona	87.43	68.50	-41.73%	18,788	40,213	81.30	146	74.07	97.03	93.96
15	France	Paris	94.08	94.77	-22.63%	24,945	53,400	92.50	141	78.13	96.95	98.39
16	Spain	Madrid	86.64	71.79	-44.27%	17,971	38,465	81.30	130	74.07	96.85	94.67
17	Czechia	Prague	85.97	55.47	-50.91%	14,755	36,257	79.50	44	78.90	96.56	90.79
18	Germany	Munich	88.49	66.76	-32.14%	20,505	49,882	82.60	86	87.58	96.19	92.46
19	Malta	Valetta	80.60	60.36	-58.12%	13,237	29,497	72.50	2	n/a	95.50	92.29
20	Belgium	Brussels	82.50	53.18	-45.82%	16,290	40,005	87.10	69	87.03	95.30	90.06
21	Australia	Melbourne	91.56	63.46	-7.26%	29,346	65,237	98.60	129	English speaking	94.89	90.72
22	Italy	Rome	84.30	64.56	-50.66%	14,830	36,444	63.40	49	71.65	94.81	90.73
23	France	Toulouse	85.98	62.29	-37.85%	20,039	42,896	92.50	9	73.30	94.54	91.30
24	Germany	Berlin	86.34	72.63	-6.33%	28,147	69,199	82.60	133	88.24	94.28	92.69
25	Singapore	Singapore	84.90	66.10	-20.87%	25,044	55,660	95.30	124	91.76	94.23	91.98
26	Canada	Toronto	89.89	76.41	-6.44%	30,147	64,623	99.30	122	English speaking	94.16	93.44
27	Lithuania	Vilnius	83.28	56.27	-33.73%	20,929	46,708	87.70	22	79.45	93.84	89.90
28	UK	Glasgow	82.58	51.61	-28.35%	21,546	52,897	80.50	17	English speaking	93.69	88.60
29	France	Nantes	82.23	56.15	-37.01%	20,309	43,475	92.50	9	73.30	93.48	89.96
30	Canada	Montreal	86.11	66.01	-18.27%	26,335	56,453	99.30	65	English speaking	93.46	91.40
31	UK	Edinburgh	83.15	51.84	-20.45%	23,922	58,731	80.50	24	English speaking	93.34	88.29
32	USA	Atlanta	95.04	64.69	19.32%	37,812	83,814	88.10	61	English speaking	93.24	89.35
33	Slovenia	Ljubljana	82.02	55.21	-3.48%	28,987	71,348	57.90	8	n/a	93.06	88.93
34	Estonia	Tallinn	80.63	53.14	-34.20%	21,200	45,454	94.60	13	79.89	92.83	89.17
35	Australia	Sydney	88.82	64.75	6.05%	33,525	74,673	98.60	95	English speaking	92.77	90.09
36	Germany	Hamburg	81.67	56.80	-8.43%	27,516	67,647	82.60	67	88.24	92.47	88.97
37	Lebanon	Beirut	79.29	50.34	-65.93%	10,789	23,947	50.00	17	70.00	92.41	85.94
38	Germany	Cologne	81.07	63.73	-13.61%	25,961	63,823	82.60	39	87.58	92.38	90.51
39	Germany	Dusseldorf	81.42	63.80	-10.79%	26,808	65,907	82.60	45	87.58	92.33	90.42
40	Austria	Vienna	81.83	55.39	-10.39%	28,864	61,908	89.50	94	94.95	92.28	89.14
41	Ireland	Dublin	85.06	63.12	-8.65%	29,460	63,040	100.00	47	English speaking	92.16	90.17
42	Finland	Helsinki	82.62	56.73	-14.67%	26,975	60,088	99.70	20	92.53	91.84	88.84
43	Norway	Oslo	81.03	55.35	-10.99%	26,904	65,413	93.40	34	91.21	91.82	88.42
44	Germany	Frankfurt	81.94	63.44	1.78%	30,587	75,196	82.60	67	87.58	91.79	89.85
45	Sweden	Gothenburg	81.40	56.22	-18.60%	26,165	56,367	97.50	14	89.12	91.77	89.03
46	Sweden	Stockholm	84.07	62.05	-4.04%	30,917	66,288	97.50	53	91.65	91.75	89.85
47	Canada	Vancouver	81.50	61.55	-14.09%	27,680	59,336	99.30	45	English speaking	91.69	90.12
48	USA	Los Angeles	92.69	72.05	40.05%	44,262	98,636	88.10	118	English speaking	91.68	90.28
49	New Zealand	Auckland	82.70	56.89	-10.73%	28,708	61,773	98.20	31	English speaking	91.64	88.88
50	Iceland	Reykjavik	80.21	50.94	-11.25%	26,829	65,220	84.90	9	n/a	91.52	87.44
51	USA	New York	90.75	90.44	63.23%	51,588	114,962	88.10	296	English speaking	91.36	94.31
52	New Zealand	Wellington	79.91	56.64	-15.35%	27,259	58,496	98.20	9	English speaking	91.02	88.91
53	Netherlands	Rotterdam	80.35	60.62	-3.42%	31,114	66,721	93.80	30	97.91	90.55	89.40
54	Netherlands	Amsterdam	82.03	54.37	16.79%	37,625	80,682	93.80	101	100.00	90.19	87.61
55	Spain	Malaga	77.90	62.85	-43.60%	18,054	39,214	81.30	17	70.88	89.82	87.97
56	USA	Boston	95.66	69.78	64.65%	52,039	115,968	88.10	47	English speaking	89.78	88.08
57	USA	Indianapolis	83.75	53.52	19.93%	37,906	84,471	88.10	15	English speaking	89.73	86.61
58	USA	New Orleans	80.81	50.00	11.90%	35,446	78,630	88.10	16	English speaking	89.56	86.28
59	Canada	Quebec	83.83	56.00	20.10%	38,741	82,858	99.30	20	English speaking	89.33	87.12
60	Denmark	Copenhagen	82.61	57.35	19.07%	37,625	83,880	99.30	25	95.49	89.32	87.35
61	USA	Houston	83.61	57.16	33.32%	42,137	93,900	88.10	60	English speaking	89.16	87.05
62	USA	Tampa	82.28	54.69	24.65%	39,396	87,793	88.10	22	English speaking	89.05	86.68
63	USA	Denver	84.81	59.85	41.29%	44,656	99,514	88.10	75	English speaking	89.03	87.33
64	Ukraine	Kyiv	74.69	60.37	-77.24%	7,034	16,388	61.60	55	68.24	88.63	84.95
65	USA	Miami	83.24	56.59	43.40%	45,321	100,995	88.10	64	English speaking	88.33	86.46
66	Italy	Bologna	77.48	59.98	-32.07%	20,532	49,928	63.40	11	69.78	88.08	85.04
67	USA	Chicago	85.78	67.30	63.82%	51,775	115,379	88.10	109	English speaking	87.93	88.04
68	USA	Philadelphia	85.95	60.51	56.25%	49,383	110,049	88.10	43	English speaking	87.82	86.51
69	USA	Phoenix	82.80	58.19	45.71%	46,054	102,628	88.10	32	English speaking	87.68	86.45
70	USA	Nashville	81.12	52.26	41.21%	44,630	99,456	88.10	21	English speaking	87.46	85.34
71	USA	Portland	81.86	54.94	41.50%	44,722	99,662	88.10	1	English speaking	87.41	85.75
72	Switzerland	Zurich	82.43	57.13	54.68%	46,541	114,143	97.80	39	78.57	87.34	85.34
73	Russia	Moscow	83.97	70.03	-62.94%	11,953	25,570	75.70	52	67.14	87.23	83.77
74	USA	Dallas	82.36	68.12	57.58%	49,802	110,982	88.10	53	English speaking	86.88	88.13
75	USA	Washington	83.23	75.30	63.03%	51,527	114,825	88.10	67	English speaking	86.85	89.48
76	USA	Seattle	82.27	79.71	59.26%	50,334	112,168	88.10	44	English speaking	86.63	90.43
77	USA	Austin	82.04	58.08	60.98%	50,880	113,384	88.10	52	English speaking	86.52	85.82
78	Switzerland	Bern	80.27	56.54	61.09%	48,830	118,073	97.80	9	78.57	85.88	84.73
79	China	Shanghai	83.82	73.30	-17.31%	26,590	57,224	85.80	129	68.24	85.75	84.49
80	Vietnam	Hanoi	73.77	61.33	-88.11%	3,838	8,197	55.50	58	65.82	85.73	81.57
81	India	New Delhi	71.35	70.22	-87.18%	4,052	9,030	65.30	168	65.38	84.71	82.83
82	USA	San Francisco	82.23	100.00	90.80%	60,303	134,383	88.10	79	English speaking	84.58	93.43
83	Hong Kong	Hong Kong	83.33	69.00	89.71%	59,967	133,604	95.90	187	71.98	84.15	85.51
84	Georgia	Tbilisi	69.05	50.40	-94.14%	1,888	4,044	70.30	17	65.93	83.52	78.71
85	Costa Rica	San Jose	71.67	55.52	-55.87%	13,965	31,042	67.90	18	66.48	82.38	79.07
86	USA	Pittsburgh	85.86	53.46	135.30%	74,369	165,727	88.10	20	English speaking	81.46	80.95
87	Russia	St Petersburg	70.87	59.82	-68.62%	9,921	22,093	75.70	8	64.51	79.37	76.58
88	Brazil	Rio de Janeiro	70.27	75.52	-79.28%	6,226	15,302	56.10	43	63.08	79.36	78.75
89	China	Beijing	87.34	85.99	27.86%	41,207	88,286	85.80	100	66.04	79.12	80.67
90	Israel	Tel Aviv	81.95	58.18	166.80%	84,399	187,737	78.10	32	n/a	78.50	80.75
91	Pakistan	Karachi	63.35	69.57	-92.37%	2,459	5,262	51.60	45	62.31	77.52	76.98
92	Brazil	Sao Paulo	66.92	89.63	-79.75%	6,086	14,957	56.10	146	61.43	76.90	79.41
93	Japan	Tokyo	81.91	82.49	-40.63%	19,143	40,970	85.30	187	60.33	74.49	73.15
94	Pakistan	Islamabad	61.35	58.45	-91.87%	2,623	5,613	51.60	27	60.11	73.08	70.34
95	UAE	Dubai	60.67	59.17	-51.13%	15,773	33,700	77.30	120	61.10	70.64	69.93
96	Turkey	Istanbul	69.05	78.74	-84.88%	4,874	10,442	67.40	79	57.69	69.91	69.38
97	Mexico	Mexico City	69.81	61.72	-75.71%	7,686	17,089	56.80	139	52.31	61.84	56.11
98	UAE	Abu Dhabi	52.66	58.36	-36.46%	20,505	43,810	77.30	33	57.69	60.71	62.04
99	Colombia	Medellin	50.00	52.53	-72.09%	8,788	19,730	56.20	44	54.40	58.86	57.27
100	Thailand	Bangkok	50.51	61.64	-54.12%	14,792	31,673	70.30	123	50.00	50.00	50.00