Otago · Baseline population 134,200
Model-generated scenario commentary, not reported fact. Specific claims about future employer or council behaviour are hypothetical; use the sector table, not the prose, as the reproducible input to the score.
Dunedin has notable vulnerabilities in the age of AI-driven automation. With Health at 15.2%, Education at 14.5%, and Retail at 10.5%, the city's employment base is significantly exposed to displacement. Across high-risk sectors alone, 30.2% of the workforce operates in roles where automation and AI adoption are accelerating. The question for Dunedin is not whether these jobs will change, but how quickly the transition happens and whether the city's institutions can adapt at the same pace. The broader Otago economic trajectory will shape the options available, but local leadership decisions made in the next five years will determine whether Dunedin navigates this transition or gets dragged through it.
Dunedin's economy reads like a to-do list for GPT and a fleet of robots. Health (15.2%), Education (14.5%), Retail (10.5%) — that is not a diversified economy, that is a countdown. 30.2% of jobs sit in high-risk automation categories. The council will inevitably announce a Future of Work Initiative that consists of a website, a conference, and a press release. Meanwhile, every major employer in Dunedin is quietly running the numbers on how many positions they can eliminate by 2030. The workforce is not being retrained — it is being reassured, which is not the same thing. Otago politicians will talk about innovation corridors and tech hubs as if saying the words creates the reality.
Dunedin needs to act now on workforce transition. With 30.2% of employment in high-risk sectors, the city should prioritise retraining programmes targeting Health and Education workers toward AI-adjacent roles, technical maintenance, and green energy positions. Partnering with local employers to create transition funds before displacement hits at scale is essential. Dunedin's location and existing infrastructure in Otago are genuine assets, but only if the workforce can meet 21st-century employers halfway. Investment in technical education, apprenticeship programmes, and digital skills training should be the immediate priority.
Here is what will actually happen in Dunedin: the local authority will commission a regeneration strategy from a consultancy charging six figures. It will contain the words 'digital,' 'innovation,' and 'vibrant' on every other page. They will announce a Digital Skills Hub in a converted retail unit, complete with a ribbon-cutting photo op. Meanwhile, the Health and Education sectors will automate on their own schedule, and the 30.2% of workers in high-risk roles will discover that 'upskilling' means a six-week course that qualifies them for a job that does not exist locally. Five years from now, the same officials will be at the same conferences giving the same speeches about Dunedin's 'untapped potential.'
Historical employment share by broad sector, with CopeCheck's heuristic exposure weight and contribution to the relative score. Higher weights contribute more; they are not probabilities.
| Sector | Employment % | Exposure Weight | Exposure Tier | Contribution |
|---|---|---|---|---|
| Human Health & Social Work | 15.2% | 0.18 | low | 2.74 |
| Education | 14.5% | 0.15 | low | 2.17 |
| Retail | 10.5% | 0.8 | high | 8.4 |
| Accommodation & Food Services | 7.5% | 0.48 | medium | 3.6 |
| Manufacturing | 7.2% | 0.82 | high | 5.9 |
| Construction | 6.8% | 0.28 | low | 1.9 |
| Professional, Scientific & Technical | 6.5% | 0.3 | low | 1.95 |
| Public Administration & Defence | 5.8% | 0.22 | low | 1.28 |
| Administrative & Support Services | 5.2% | 0.85 | high | 4.42 |
| Transport & Storage | 3.8% | 0.78 | high | 2.96 |
| Wholesale | 3.5% | 0.55 | medium | 1.93 |
| Financial & Insurance Services | 3.5% | 0.75 | high | 2.62 |
| Information & Communication | 3.2% | 0.5 | medium | 1.6 |
| Arts, Entertainment & Recreation | 3.2% | 0.2 | low | 0.64 |
| Agriculture, Forestry & Fishing | 1.5% | 0.25 | low | 0.38 |
| Real Estate | 1.5% | 0.4 | medium | 0.6 |
The vulnerability score is a weighted average of Dunedin's sector employment shares. Each broad sector carries a CopeCheck heuristic exposure weight (0.0–1.0). Frey & Osborne's study estimated occupation-level susceptibility; it did not publish these sector weights. The bundled city files also lack record-level source dates and ledgers, so this is a historical structural comparison rather than an official current statistic. The weighted average is normalised to a 0–100 scale. A score of 53.4 means Dunedin's workforce is moderately concentrated in higher-weighted sectors compared with other New Zealand cities in this dataset; it does not state a 53.4% probability of displacement.