🇬🇧 United Kingdom — City Vulnerability Rankings

51 cities ranked by AI displacement vulnerability score (0–100). Higher = more exposed.

# City Region Population GVA (£m) Score ▲ Risk Oracle says...
51 Cambridge East of England 145,700 7,400 48.0
Cambridge sits at the opposite end of the vulnerability spectrum from almost eve…
50 Oxford South East 152,450 6,800 48.8
Oxford mirrors Cambridge with an even more extreme concentration in education an…
49 Bath South West 94,782 4,800 55.0
Bath has assembled an economic profile that reads like a protection spell agains…
48 Brighton South East 229,700 7,600 57.1
Brighton has assembled an economic profile that's distinctly modern in its resil…
47 Exeter South West 130,428 4,600 57.5
Exeter's dominant health and education sectors — 13.8% and 12.2% respectively, t…
46 Edinburgh Scotland 524,930 19,200 60.4
Edinburgh has assembled one of the most resilient economic profiles of any city …
45 Portsmouth South East 208,100 6,800 61.3
Portsmouth has a structural advantage that most cities would envy and few would …
44 Aberdeen Scotland 228,800 9,800 61.6
Aberdeen's economic story is defined by energy, and its AI resilience depends en…
43 York Yorkshire and the Humber 210,618 5,800 61.7
York's economy runs on a combination that's surprisingly well-suited to the AI e…
42 London London 8,799,800 503,000 62.3
London's extraordinary economic diversity is its ultimate shield — professional …
41 Cardiff Wales 362,756 12,400 63.4
Cardiff benefits from a structural advantage unique among UK cities outside Lond…
40 Newcastle North East 302,820 11,200 65.7
Newcastle has more going for it than the post-industrial narrative suggests. The…
39 Plymouth South West 264,200 6,400 65.8
Plymouth's economic structure is genuinely unusual — health at 12.6% and public …
38 Glasgow Scotland 635,130 20,100 66.1
Glasgow's post-industrial reinvention has been more successful than it gets cred…
37 Norwich East of England 144,000 4,200 66.2
Norwich sits at the intersection of two economic identities: the insurance herit…
36 Liverpool North West 496,784 15,200 66.4
Liverpool's economic structure offers more natural AI resilience than its post-i…
35 Bristol South West 472,400 17,800 66.6
Bristol has one of the most genuinely resilient economic profiles of any city in…
34 Chester North West 118,200 4,200 67.0
Chester balances heritage tourism with a meaningful financial services cluster —…
32 Sheffield Yorkshire and the Humber 556,500 13,800 67.2
Sheffield's post-steel economy has done something genuinely impressive: built a …
33 Carlisle North West 108,524 2,400 67.2
Carlisle sits at the geographic margin of England — a border city whose economy …
31 Lincoln East Midlands 103,886 2,800 67.5
Lincoln's economy blends agricultural heritage with a growing university-and-hea…
29 Reading South East 174,224 8,900 69.3
Reading's tech corridor identity is real — 11.8% in information and communicatio…
30 Manchester North West 552,858 22,800 69.3
Manchester's narrative is one of reinvention — from cotton to commerce to creati…
28 Southampton South East 252,796 8,200 70.1
Southampton's economy is pulled in two directions by its two defining assets — t…
27 Nottingham East Midlands 323,600 10,800 70.7
Nottingham sits in the middle of almost every metric — mid-table score, mid-size…
26 Preston North West 141,818 4,800 71.6
Preston has earned national and international attention for its community wealth…
25 Gloucester South West 131,107 3,600 72.4
Gloucester's economic profile carries more vulnerability than its proximity to t…
24 Leeds Yorkshire and the Humber 812,000 21,500 72.8
Leeds has built the largest financial and professional services cluster outside …
23 Middlesbrough North East 140,545 3,400 73.9
Middlesbrough's economic history is a case study in serial displacement — steel …
22 Birmingham West Midlands 1,144,919 28,500 74.9
Birmingham's sheer scale — over a million people, nearly £29bn in GVA — means th…
21 Leicester East Midlands 354,224 9,400 75.1
Leicester's manufacturing legacy runs deeper than most — at 9.8%, it's still sig…
20 Coventry West Midlands 371,521 9,800 75.9
Coventry understands industrial disruption better than almost any English city —…
19 Hull Yorkshire and the Humber 259,778 5,900 76.1
Hull's economic profile is a familiar post-industrial mix — retail at 11.6%, adm…
18 Derby East Midlands 257,174 7,800 76.5
Derby's economy is more concentrated than almost any city in this dataset — Roll…
17 Blackburn North West 148,942 3,200 77.0
Blackburn's manufacturing sector at 14.2% is among the highest of any city in th…
16 Ipswich East of England 138,718 3,800 77.2
Ipswich has an unusually specific vulnerability: financial services at 11.4%, dr…
15 Milton Keynes South East 248,821 10,200 77.9
Milton Keynes was purpose-built for the 20th century — a car-dependent, services…
14 Wakefield Yorkshire and the Humber 345,038 7,100 78.6
Wakefield's economy tells the story of a post-industrial city that found a secon…
13 Doncaster Yorkshire and the Humber 310,542 6,200 79.4
Doncaster's pivot from coal to logistics was geographically rational — the town …
12 Stoke-on-Trent West Midlands 256,375 5,800 80.9
Stoke-on-Trent has already lived through one economic extinction event — the col…
11 Warrington North West 210,014 6,400 81.0
Warrington's economic identity has always been defined by its position between L…
10 Sunderland North East 277,417 5,600 81.1
Sunderland pinned its post-industrial hopes on Nissan, and for a generation that…
9 Basildon East of England 187,199 5,400 81.3
Basildon presents an unusual vulnerability profile: financial services at 9.6% a…
8 Wolverhampton West Midlands 263,357 6,200 81.5
Wolverhampton retains a manufacturing base that would have been the envy of most…
7 Northampton East Midlands 224,610 6,800 82.1
Northampton sits at the heart of the 'golden triangle' of logistics — the area b…
6 Peterborough East of England 215,664 5,800 82.4
Peterborough grew fast on the logistics boom — warehouse after warehouse springi…
5 Luton East of England 225,300 5,400 84.9
Luton's economy is, in effect, an airport with a town attached. Transport and st…
4 Slough South East 164,438 7,800 86.2
Slough's economy reads like a checklist of automation targets: 12.2% in admin su…
3 Crawley South East 118,897 6,100 87.4
Crawley's economy doesn't just lean on Gatwick — it orbits it like a satellite t…
2 Telford West Midlands 155,990 4,200 88.6
Telford was literally built to be a manufacturing town — a new town designed aro…
1 Swindon South West 185,609 7,200 89.0
Swindon built its modern identity on manufacturing and logistics — exactly the s…

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