South West · Population 94,782 · GVA £4,800m
Bath has assembled an economic profile that reads like a protection spell against automation: education at 13.4%, health at 13.2%, professional services at 8.4%, and a tourism economy that depends on exactly the kind of human-crafted, place-specific experience that AI can't replicate. You can't automate the Roman Baths or the Royal Crescent, and you can't replace a university lecturer with a chatbot (not yet, and not without the students noticing). The accommodation and food sector at 8.4% reflects the tourism economy, which is itself a form of resilience — people visit Bath for the physical experience of being there. Admin at 8.2% and retail at 8.6% are present but below average, making Bath one of the best-insulated cities in the dataset. The risk isn't displacement — it's affordability: Bath's desirability makes it expensive, which limits who can afford to live and work there.
Bath's economic moat is essentially 'we're too pretty and too educated to automate,' and annoyingly, that's a perfectly valid strategy. Education at 13.4%, health at 13.2%, professional services at 8.4% — over a third of the workforce does things that require physical presence in beautiful buildings, human judgement about complex matters, or both. The Roman Baths have been a tourist trap for two thousand years and show no sign of disruption. The university employs a small army of academics who are, by definition, in the business of human thought transmission. The Thermae Bath Spa charges £40 to sit in warm water and look at the abbey, and people queue for it, which tells you everything about Bath's economic resilience. The risk here isn't AI — it's that Bath becomes so expensive that only retirees and tourists can afford it, at which point the university struggles to recruit staff who can't afford the housing, and the service economy runs on workers who commute from Midsomer Norton. The Pump Room serves tea at prices that would make a Londoner blink. The Assembly Rooms host corporate events for companies based elsewhere. Bath is the economic equivalent of a trust fund — it doesn't need to work, it just needs to exist attractively. Which it does. Infuriatingly.
Bath's challenge isn't automation resilience — it's maintaining the affordability and workforce diversity that makes a functioning city rather than a heritage theme park. Protect the university's ability to recruit by addressing housing costs for academic and support staff. Develop the professional services cluster toward AI-adjacent consultancy — ethics, regulation, compliance, governance — leveraging the university's humanities and social sciences strengths. The cultural economy should be maintained and expanded, but with attention to year-round employment rather than seasonal tourism peaks. Bath's proximity to Bristol creates opportunities for knowledge-economy spillover that should be actively cultivated rather than left to happen.
Bath will host a 'Future of Work' conference at the Assembly Rooms, serve prosecco, charge £200 a ticket, and attract people who are already insulated from the problem. The council will produce a strategy that addresses affordability by building 500 'affordable' homes at £350,000 each. The university will launch an AI ethics programme that's intellectually excellent and commercially marginal. The Thermae Spa will raise its prices. The Roman Baths will raise their prices. The independent shops on Milsom Street will close one by one, replaced by chains that can afford the rents. Someone will propose a 'Bath Innovation Quarter' on the Lower Bristol Road that attracts a tech company, a yoga studio, and a restaurant. The actual challenge — keeping Bath a functioning city rather than an open-air museum with a university attached — will be addressed by planning committees that approve developments nobody who works in Bath can afford, and celebrate 'growth' that consists mainly of wealth transfer from tourists to landlords. Bath doesn't need an AI strategy. It needs a housing strategy, a wage strategy, and the humility to acknowledge that being beautiful isn't the same as being equitable.
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 |
|---|---|---|---|---|
| Education | 13.4% | 0.15 | low | 2.01 |
| Human Health & Social Work | 13.2% | 0.18 | low | 2.38 |
| Retail | 8.6% | 0.8 | high | 6.88 |
| Accommodation & Food Services | 8.4% | 0.48 | medium | 4.03 |
| Professional, Scientific & Technical | 8.4% | 0.3 | low | 2.52 |
| Administrative & Support Services | 8.2% | 0.85 | high | 6.97 |
| Public Administration & Defence | 6.8% | 0.22 | low | 1.5 |
| Financial & Insurance Services | 6.4% | 0.75 | high | 4.8 |
| Information & Communication | 5.8% | 0.5 | medium | 2.9 |
| Arts, Entertainment & Recreation | 4.8% | 0.2 | low | 0.96 |
| Construction | 4.2% | 0.28 | low | 1.18 |
| Manufacturing | 3.8% | 0.82 | high | 3.12 |
| Transport & Storage | 3.2% | 0.78 | high | 2.5 |
| Wholesale | 2.8% | 0.55 | medium | 1.54 |
| Real Estate | 1.6% | 0.4 | medium | 0.64 |
| Agriculture, Forestry & Fishing | 0.4% | 0.25 | low | 0.1 |
The vulnerability score is a weighted average of Bath'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 55.0 means Bath's workforce is moderately concentrated in automatable sectors compared to other United Kingdom cities.