Access to Talent		Local Salaries			Remote Working Infrastructure			Overall Ranking
#	Country	City
1	Argentina	Buenos Aires	81.48	50.05	-75.05%	6,970	14,939	59.70	75	75.60	100.00	98.25
2	Romania	Bucharest	84.7	50.13	-74.49%	7,137	15,250	77.30	48	85.16	99.74	97.43
3	India	Bangalore	72.85	51.13	-82.56%	4,873	10,439	65.30	284	72.42	98.19	100.00
4	South Korea	Seoul	96.90	61.42	-14.32%	22,315	54,895	77.60	86	73.08	97.42	93.46
5	UK	London	100.00	58.66	21.33%	31,615	77,707	80.50	334	English speaking	96.91	86.85
6	Malaysia	Kuala Lumpur	77.67	50.16	-76.28%	6,624	14,199	70.80	106	79.45	96.41	98.28
7	Russia	Moscow	85.57	52.21	-59.99%	10,829	24,723	75.70	52	67.14	95.48	85.54
8	Poland	Warsaw	80.52	51.23	-52.90%	12,795	29,000	60.60	54	86.04	93.78	94.89
9	Japan	Tokyo	97.48	100.00	-10.73%	24,447	54,538	85.30	187	60.33	92.62	94.50
10	Lebanon	Beirut	74.44	50.03	-67.49%	8,910	19,847	50.00	17	70.00	91.85	91.43
11	Hungary	Budapest	77.49	50.13	-58.58%	11,219	25,576	66.30	43	86.37	91.71	94.90
12	India	New Delhi	69.69	50.71	-85.24%	4,125	8,835	65.30	168	65.38	91.18	86.87
13	Portugal	Lisbon	81.56	50.21	-36.69%	16,670	40,166	77.20	97	90.99	90.33	90.88
14	Australia	Melbourne	86.54	52.19	-25.03%	20,954	44,860	98.60	129	100.00	89.98	90.57
15	Greece	Athens	80.14	50.16	-42.25%	15,203	36,638	73.80	31	84.84	89.42	91.53
16	France	Paris	93.55	56.88	7.64%	29,509	65,690	92.50	141	78.13	88.96	87.78
17	Czechia	Prague	80.30	50.48	-40.11%	15,780	37,968	79.50	44	78.90	88.60	91.23
18	Mexico	Mexico City	81.87	50.31	-51.16%	13,426	29,724	56.80	139	52.31	88.51	57.50
19	Vietnam	Hanoi	70.99	50.17	-70.23%	8,004	18,516	55.50	58	65.82	88.36	84.43
20	China	Beijing	90.70	51.85	-13.88%	23,578	52,625	85.80	100	66.04	88.33	75.57
21	Turkey	Istanbul	74.06	51.67	-78.79%	5,820	12,937	67.40	79	57.69	88.14	71.89
22	China	Shanghai	82.48	52.82	-34.66%	17,911	39,881	85.80	129	68.24	88.01	83.82
23	South Africa	Johannesburg	74.99	50.54	-53.43%	12,285	29,498	77.30	52	89.23	87.79	93.76
24	Slovenia	Ljubljana	74.21	50.04	-44.10%	14,563	35,814	57.90	8	n/a	86.66	92.10
25	Portugal	Porto	77.21	50.04	-41.18%	15,491	37,312	77.20	36	91.54	86.60	91.20
26	Spain	Madrid	80.42	52.77	-24.57%	20,680	46,031	81.30	130	74.07	86.23	90.85
27	Brazil	Rio de Janeiro	68.29	50.31	-74.11%	6,752	16,565	56.10	43	63.08	85.70	79.98
28	Singapore	Singapore	77.88	52.07	-35.49%	18,004	38,661	95.30	124	91.76	85.66	92.24
29	Croatia	Zagreb	72.45	50.07	-47.70%	13,777	33,168	66.50	13	89.78	84.81	92.54
30	Spain	Barcelona	81.14	52.04	-11.59%	24,237	53,947	81.30	146	74.07	84.14	88.30
31	Brazil	Sao Paulo	65.87	54.47	-68.47%	8,224	20,177	56.10	146	61.43	84.02	79.15
32	Italy	Rome	79.07	50.26	-16.47%	22,001	52,971	63.40	49	71.65	83.88	84.95
33	Germany	Berlin	81.29	51.58	-6.03%	24,511	60,127	82.60	133	88.24	83.68	86.20
34	Ukraine	Kyiv	70.08	50.75	-50.38%	13,887	29,653	61.60	55	68.24	82.50	85.69
35	Hong Kong	Hong Kong	76.80	50.06	-18.17%	22,739	49,254	95.90	187	71.98	81.64	86.47
36	Costa Rica	San Jose	68.66	50.13	-60.70%	10,966	23,555	67.90	18	66.48	81.62	83.41
37	Germany	Munich	82.78	50.61	5.87%	27,616	67,745	82.60	86	87.58	81.29	83.22
38	Canada	Toronto	84.36	51.62	9.91%	30,115	67,112	99.30	122	English speaking	80.35	83.98
39	Russia	St Petersburg	68.74	50.17	-60.81%	10,603	24,228	75.70	8	64.51	80.33	79.44
40	USA	Chicago	81.37	54.71	-0.92%	27,628	59,421	88.10	109	English speaking	80.29	88.06
41	Pakistan	Karachi	61.03	50.19	-73.55%	7,086	16,509	51.60	45	62.31	79.99	78.72
42	Germany	Hamburg	74.18	52.51	-21.89%	20,584	49,518	82.60	67	88.24	79.97	89.33
43	Lithuania	Vilnius	75.99	50.04	-24.68%	20,906	45,392	87.70	22	79.45	79.91	88.62
44	France	Toulouse	79.49	50.17	-13.23%	23,761	53,015	92.50	9	73.30	79.87	86.46
45	Australia	Sydney	82.89	50.89	3.44%	28,911	61,895	98.60	95	English speaking	79.67	84.84
46	Estonia	Tallinn	72.24	50.02	-34.91%	17,761	39,901	94.60	13	79.89	79.12	90.01
47	Germany	Dusseldorf	73.02	50.63	-23.55%	20,145	48,460	82.60	45	87.58	78.96	88.35
48	USA	Los Angeles	91.41	57.70	40.79%	39,260	84,437	88.10	118	English speaking	78.68	82.97
49	Spain	Malaga	70.19	50.08	-37.93%	16,933	38,065	81.30	17	70.88	78.39	87.02
50	Germany	Cologne	73.10	50.66	-20.72%	20,891	50,259	82.60	39	87.58	78.27	87.83
51	Austria	Vienna	74.55	50.20	-14.76%	23,318	52,130	89.50	94	94.95	78.14	87.25
52	Pakistan	Islamabad	59.84	50.06	-74.56%	6,805	15,895	51.60	27	60.11	78.05	74.76
53	Italy	Bologna	70.70	50.07	-25.13%	19,723	47,472	63.40	11	69.78	77.61	82.78
54	USA	Atlanta	92.28	51.47	43.47%	40,007	86,045	88.10	61	English speaking	77.56	78.40
55	UK	Edinburgh	75.27	50.10	-8.77%	23,773	58,432	80.50	24	English speaking	77.41	85.17
56	France	Nantes	74.15	50.05	-18.03%	22,433	50,109	92.50	9	73.30	76.73	87.19
57	Canada	Montreal	79.32	55.76	6.33%	29,133	64,923	99.30	65	English speaking	75.98	86.76
58	Georgia	Tbilisi	65.09	50.00	-48.07%	14,128	31,930	70.30	17	65.93	75.54	79.92
59	USA	Pittsburgh	79.61	50.57	7.75%	30,047	64,623	88.10	20	English speaking	75.01	83.57
60	Canada	Quebec	76.06	50.23	-4.23%	26,239	58,474	99.30	20	English speaking	74.89	84.93
61	USA	Boston	96.31	51.84	68.59%	47,013	101,113	88.10	47	English speaking	74.59	74.35
62	USA	New York	92.04	59.68	76.91%	49,333	106,102	88.10	296	English speaking	74.37	79.20
63	Ireland	Dublin	78.31	50.54	7.89%	29,548	65,898	100.00	47	English speaking	74.35	83.18
64	Sweden	Gothenburg	72.77	50.22	-10.25%	24,578	54,826	97.50	14	89.12	73.70	85.95
65	Germany	Frankfurt	74.32	50.58	8.04%	28,181	69,131	82.60	67	87.58	73.68	82.70
66	Netherlands	Amsterdam	73.88	50.58	2.60%	28,141	62,581	93.80	101	100.00	73.53	84.57
67	Belgium	Brussels	75.39	50.50	11.14%	29,233	70,576	87.10	69	87.03	73.42	82.18
68	Malta	Valetta	71.93	50.64	-6.09%	26,141	56,423	72.50	2	n/a	73.18	86.18
69	Iceland	Reykjavik	71.23	50.01	-5.17%	24,970	60,157	84.90	9	n/a	72.57	84.46
70	USA	Houston	76.72	51.18	13.53%	31,658	68,089	88.10	60	English speaking	72.17	83.21
71	New Zealand	Auckland	74.51	50.15	3.37%	28,365	63,015	98.20	31	English speaking	72.17	83.71
72	Netherlands	Rotterdam	71.92	50.49	-0.72%	27,223	60,572	93.80	30	97.91	71.27	84.65
73	New Zealand	Wellington	70.73	50.10	-6.79%	25,554	56,872	98.20	9	English speaking	71.07	85.25
74	Sweden	Stockholm	76.99	52.57	20.67%	33,070	73,657	97.50	53	91.65	70.72	82.37
75	Denmark	Copenhagen	74.99	51.34	10.60%	30,821	66,378	99.30	25	95.49	70.25	83.42
76	Finland	Helsinki	74.61	50.86	10.68%	30,919	66,256	99.70	20	92.53	69.72	83.13
77	USA	Nashville	73.01	50.28	8.74%	30,322	65,215	88.10	21	English speaking	69.54	83.24
78	USA	Denver	77.92	50.80	32.33%	36,900	79,362	88.10	75	English speaking	69.03	79.94
79	USA	Portland	74.48	50.80	17.20%	31,964	71,884	88.10	1	English speaking	68.92	81.58
80	Canada	Vancouver	73.23	60.70	17.09%	32,082	71,494	99.30	45	English speaking	68.24	87.80
81	Norway	Oslo	72.83	50.31	23.07%	32,057	78,854	93.40	34	91.21	68.05	79.49
82	USA	Philadelphia	81.38	51.29	47.53%	41,160	88,432	88.10	43	English speaking	67.54	77.52
83	Colombia	Medellin	50.49	50.11	-70.18%	8,169	18,215	56.20	44	54.40	66.94	63.80
84	USA	New Orleans	72.42	50.08	17.45%	32,751	70,438	88.10	16	English speaking	66.92	81.63
85	UK	Glasgow	74.57	50.17	37.21%	36,101	87,098	80.50	17	English speaking	66.33	77.20
86	USA	Miami	75.94	51.06	39.64%	38,938	83,746	88.10	64	English speaking	65.51	78.81
87	Israel	Tel Aviv	74.05	50.23	33.91%	37,389	80,205	78.10	32	n/a	65.37	79.31
88	USA	Indianapolis	76.29	50.43	39.07%	38,783	83,404	88.10	15	English speaking	64.90	78.23
89	USA	Tampa	74.11	50.46	39.26%	38,832	83,517	88.10	22	English speaking	63.27	78.26
90	USA	Seattle	74.71	53.95	48.11%	41,302	88,831	88.10	44	English speaking	62.12	79.03
91	Thailand	Bangkok	56.79	50.16	-36.03%	17,458	39,212	70.30	123	50.00	62.08	50.00
92	USA	Phoenix	74.74	50.56	51.95%	42,404	91,062	88.10	32	English speaking	60.97	76.28
93	USA	Austin	73.84	52.28	53.06%	42,681	91,795	88.10	52	English speaking	60.43	77.24
94	USA	Dallas	75.26	51.59	61.32%	44,985	96,751	88.10	53	English speaking	59.65	75.45
95	UAE	Dubai	58.85	50.03	-1.30%	27,037	60,283	77.30	120	61.10	59.29	63.80
96	USA	San Francisco	75.81	57.62	86.97%	52,139	112,137	88.10	79	English speaking	54.59	74.98
97	Switzerland	Zurich	74.25	50.61	87.45%	49,344	118,937	97.80	39	78.57	54.50	68.49
98	Switzerland	Bern	71.27	50.20	80.77%	47,588	114,700	97.80	9	78.57	52.98	69.24
99	USA	Washington	77.37	52.06	99.83%	55,723	119,846	88.10	67	English speaking	52.57	69.39
100	UAE	Abu Dhabi	50.00	50.23	-5.08%	25,992	57,991	77.30	33	57.69	50.00	57.92