Arborist
15AI EXPOSURE TODAY15
20-YEAR SCENARIO
NOT A FORECAST55%
NOT A FORECAST55%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Skip to main content
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 EXPOSURE TODAY15
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Park Warden
15AI EXPOSURE TODAY15
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Environmental Scientist
40AI EXPOSURE TODAY40
20-YEAR SCENARIO
NOT A FORECAST78%
NOT A FORECAST78%
THE DOOR · ENTRY DIFFICULTY TODAYC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Transportation & Material Moving3 careers
Recycling Operative
15AI EXPOSURE TODAY15
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Refuse Collector
15AI EXPOSURE TODAY15
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Recycling Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Business & Financial Operations3 careers
Sustainability Consultant
15AI EXPOSURE TODAY15
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Sustainability Officer
15AI EXPOSURE TODAY15
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Environmental Policy Advisor
22AI EXPOSURE TODAY22
20-YEAR SCENARIO
NOT A FORECAST67%
NOT A FORECAST67%
THE DOOR · ENTRY DIFFICULTY TODAYB
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 EXPOSURE TODAY15
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
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 EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
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 EXPOSURE TODAY15
20-YEAR SCENARIO
NOT A FORECAST55%
NOT A FORECAST55%
THE DOOR · ENTRY DIFFICULTY TODAYB
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 EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
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.
Environmental Professional
15AI EXPOSURE TODAY15
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →Forestry and related workers
15AI EXPOSURE TODAY15
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →Groundskeeper
15AI EXPOSURE TODAY15
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
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 EXPOSURE TODAY15
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →