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Gen Z Chases AI-Proof Healthcare Jobs — But Nearly 38% of Doctors' Office Workers Report Being Unhappy

A survey of 1.28 million shift workers finds doctors, paramedics, and chiropractors among the least satisfied employees — while fast-food cashiers and café staff top the happiness rankings.
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Sunday, August 16, 2026

The pitch sounds compelling: low unemployment, earnings potential above $200,000, and a workforce that no algorithm is replacing with a robot anytime soon. Healthcare has become Gen Z's go-to hedge against an AI-disrupted job market. The problem, according to new data, is that job security and job satisfaction are not the same thing — and the gap between them in medicine is widening fast.

The numbers come first.

Shift-work platform Deputy surveyed 1.28 million users and published its findings in 2025. The verdict is blunt: doctors' offices and medical clinics recorded the highest dissatisfaction levels of any sector, with nearly 38% of respondents saying they are unhappy at work. Chiropractors and staff in critical and emergency services ranked close behind. Expand the lens to include animal health roles, and four out of the five worst sectors for worker happiness in the UK are in healthcare.

The report points to structural causes, not personal weakness. 'Staffing shortages, emotional strain, unpredictable rosters, and an ageing population are cited as key contributors to declining morale,' Deputy's research noted. Long hours and high-stakes decisions compound the pressure daily, leaving workers burned out regardless of how meaningful the mission feels on paper.

The surprise at the top of the rankings.

While healthcare sinks, hospitality floats. Sit-down restaurant staff led all sectors with a 89.7% job-satisfaction score. Fast-food and cashier restaurant workers followed at 82.9%, food pop-up teams at 82.5%, and café or coffee shop employees at 82%. Florists, childcare workers, and cleaners also reported notably high contentment. Hospitality made up half of the ten happiest job sectors in the study.

Deputy's explanation strips away the prestige variable entirely: 'These roles may benefit from clearer routines, manageable workloads, and stronger team camaraderie, highlighting the emotional value of operational structure and positive workplace culture.' Separate data cited in the Fortune report also show wage growth for bartenders and baristas is outpacing that of desk workers — a data point that will sting anyone carrying six figures of student debt from a pre-med track.

What the market is actually pricing.

Tech leaders have warned that AI is already performing at entry-level white-collar standards and could cut those positions in half by 2030. That fear is rational, and the instinct to move toward human-contact roles is sound. But the Deputy data expose a mismatch between the careers Gen Z is targeting and the careers that actually deliver daily satisfaction.

Healthcare's misery index is not a mystery. It is the predictable output of a sector where government mandates, insurance bureaucracy, and chronic underfunding of staffing have ground down the workforce for years. The administrative state did not cause burnout alone — but it built the cage that makes escape so difficult.

For a generation entering the workforce with eyes wide open about AI risk, the lesson here is worth taking seriously: free enterprise rewards clear rules and manageable incentives. The happiest workers in this study are not the ones with the most prestigious credentials — they are the ones whose employers gave them structure, teammates, and a shift that ends on time. That is not a small thing. Capital, and apparently morale, both follow the same principle: they go where conditions make sense.

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