Arborist
15AI USED FOR15%moving to55%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
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Environment & Land
18 careers in Environment & Land, ranked safest first: the career with the lowest AI exposure score, meaning the smallest share of its day-to-day work AI can already do, is at the top. For 4 of them the moat, what structurally protects the job, has not been classified yet; their cards say so rather than guessing.
Environment & Land at a glance
MOAT CLASSIFIED14 of 18 total
NO MOAT3
HAS A MOAT11
MOAT NOT YET CLASSIFIED4
MEDIAN AI EXPOSURE15 /100
Life, Physical & Social Science4 careers
Countryside and Park Officers and Rangers
15AI USED FOR15%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Park Warden
15AI USED FOR15%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Environmental Scientist
40AI USED FOR40%moving to78%
THE DOOR, NOWC
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Transportation & Material Moving3 careers
Recycling Operative
15AI USED FOR15%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Refuse Collector
15AI USED FOR15%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Recycling Manager
30AI USED FOR30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Business & Financial Operations3 careers
Sustainability Consultant
15AI USED FOR15%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Sustainability Officer
15AI USED FOR15%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Environmental Policy Advisor
22AI USED FOR22%moving to67%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Building & Grounds Cleaning & Maintenance2 careers
Groundsmen and Greenkeepers
15AI USED FOR15%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Parks and Gardens Managers
19AI USED FOR19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Farming, Fishing & Forestry1 career
Gamekeeper
15AI USED FOR15%moving to55%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Architecture & Engineering1 career
Garden Designer
35AI USED FOR35%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Uncategorised4 careers
These careers have no record in our AI outlook register, so there is no O*NET occupation code to group them by. Listed here rather than guessed into a category.
Forestry and related workers
15AI USED FOR15%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →Groundskeeper
15AI USED FOR15%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →Refuse and Salvage Occupations
15AI USED FOR15%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →Remote Sensing Specialist
15AI USED FOR15%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →