Scotland · Population 635,130 · GVA £20,100m
Glasgow's post-industrial reinvention has been more successful than it gets credit for — health at 12.4%, education at 10.2%, and a growing creative economy in gaming, film, and design create meaningful automation resistance. Financial services at 7.8% and admin at 9.8% represent specific vulnerabilities, but at levels below many comparably sized cities. The city's four universities provide an extraordinary research and talent base for a city of its size, and the cultural infrastructure (SEC, theatres, galleries, music venues) is genuinely world-class. Glasgow's challenge has always been translating its cultural energy and institutional strength into broad economic prosperity — the city has the assets of a powerhouse and the deprivation statistics of a warning. AI displacement will exacerbate that gap unless the transition is actively managed.
Glasgow survived deindustrialisation through sheer bloody-mindedness and is planning the same approach to AI, which is at least consistent. The NHS employing 12.4% of the city is simultaneously a safety net and a damning indictment of what happens when nothing else works — Glasgow's health employment is high partly because Glasgow's health outcomes are terrible, which creates a grim economic flywheel that nobody wants to model. The city has four universities, which between them produce enough graduates to fill every tech company in Scotland, and those graduates duly leave for Edinburgh, London, and California. Buchanan Street is doing fine. Sauchiehall Street is doing that thing where it alternates between JD Sports and empty units, providing a real-time visualization of retail's future. The creative sector is real — Rockstar Games, BBC Scotland, an actual film industry — and employs roughly the same number of people as one NHS hospital, which tells you everything about the gap between cultural narrative and economic reality. Admin at 9.8%, financial services at 7.8% — the non-institutional economy is automatable in the same way it's automatable everywhere, just with better gallows humour. Glasgow's resilience is legendary, genuine, and shouldn't have to be tested this often.
Glasgow's creative economy needs to scale beyond cultural assets into economic engines: invest in game development studios, post-production facilities, and music technology that builds on Rockstar Games and the BBC Scotland hub. The four universities should coordinate a shared AI skills programme rather than competing with each other — the combined research capability is world-class and being fragmented by institutional rivalry. The health sector's dominance should be leveraged into a health-tech cluster: Glasgow's combination of clinical data, research hospitals, and health inequalities creates a unique testing ground for AI-driven health solutions. The Barras and Trongate creative district should receive the same investment and planning protection as the financial district — creative industries need affordable space, not just encouragement.
They'll rebrand the Clyde waterfront again — 'Innovation District,' 'Digital Corridor,' 'Clyde Gateway 2.0' — attract a few more gaming studios and a BBC Scotland extension, and continue depending on the NHS and the universities to employ a quarter of the city. Rockstar Games will continue being Glasgow's favourite economic success story, a company that employs about 600 people and is used to justify an entire 'creative economy' narrative. The universities will compete with each other for AI research funding, produce overlapping strategies, and collectively fail to retain their best graduates. Buchanan Galleries will get a 'reimagining' that takes a decade and produces mixed-use development that's perfectly adequate. Sauchiehall Street will continue its transformation from high street to art project. Someone will announce a 'Glasgow AI Cluster' at a conference attended by people from Edinburgh. The city will keep being resilient, which in practice means absorbing economic shocks without collapsing rather than thriving, and framing this as a character trait rather than a failure of strategy. Glasgow's economic development approach is basically 'be resilient and refuse to die,' and honestly, given the hand it's been dealt, you can't blame it.
Employment share by SIC sector, with automation risk weight and contribution to overall score. Sectors with higher risk weights contribute more to the vulnerability score.
| Sector | Employment % | Risk Weight | Risk Tier | Contribution |
|---|---|---|---|---|
| Human Health & Social Work | 12.4% | 0.18 | low | 2.23 |
| Education | 10.2% | 0.15 | low | 1.53 |
| Administrative & Support Services | 9.8% | 0.85 | high | 8.33 |
| Retail | 9.4% | 0.8 | high | 7.52 |
| Financial & Insurance Services | 7.8% | 0.75 | high | 5.85 |
| Accommodation & Food Services | 7.4% | 0.48 | medium | 3.55 |
| Public Administration & Defence | 7.2% | 0.22 | low | 1.58 |
| Professional, Scientific & Technical | 6.8% | 0.3 | low | 2.04 |
| Manufacturing | 5.6% | 0.82 | high | 4.59 |
| Construction | 5.4% | 0.28 | low | 1.51 |
| Transport & Storage | 5.2% | 0.78 | high | 4.06 |
| Information & Communication | 5.2% | 0.5 | medium | 2.6 |
| Wholesale | 3.6% | 0.55 | medium | 1.98 |
| Arts, Entertainment & Recreation | 2.7% | 0.2 | low | 0.54 |
| Real Estate | 1.2% | 0.4 | medium | 0.48 |
| Agriculture, Forestry & Fishing | 0.1% | 0.25 | low | 0.03 |
The vulnerability score is a weighted average of Glasgow's sector employment shares. Each sector carries an automation risk weight (0.0–1.0) derived from Frey & Osborne's occupational automation probabilities, mapped to SIC sectors via ONS correspondence tables. The weighted average is then normalised to a 0–100 scale. A score of 66.1 means Glasgow's workforce is significantly concentrated in automatable sectors compared to other United Kingdom cities.