Tree surgeon
93Very safeChainsaw (NPTC/Lantra) tickets plus experience as a groundsperson.
See tree surgeon jobs →Will AI replace ecologists?
Unlikely.
Surveys happen outdoors, in all seasons, on real sites. Report writing is the part AI speeds up.
AI-proof score
66/100
Fairly safe
AI will help with parts of the job, but it needs a human.
Easy to automateNeeds a human
Our estimate from published research, not a prediction about you or any employer. How we score jobs
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Safer jobs to look at
Realistic moves from ecologist / ranger into work that’s much harder to automate.
Care worker
88Very safeNo formal qualifications needed to start. Employers train you, starting with the Care Certificate.
See care worker jobs →Healthcare assistant
88Very safeNo degree needed. NHS trusts train new healthcare assistants, starting with the Care Certificate.
See healthcare assistant jobs →Why it scores 66
Six ratings feed the score. Four protect a job from AI and two expose it. How we score jobs
- Hands-onProtects
Skilled physical work in the real world
- Unpredictable settingsProtects
Every site, home or patient is different
- Human touchProtects
Trust, care or persuasion face to face
- AccountabilityProtects
Licensed or high-stakes — someone has to sign it off
- Screen-basedExposes
Work done on a computer with text, data or images
- RoutineExposes
Repeatable, rules-based tasks
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