Arable Farmer
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Skip to main content
Agriculture
34 careers in Agriculture, 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 7 of them the moat, what structurally protects the job, has not been classified yet; their cards say so rather than guessing.
Agriculture at a glance
MOAT CLASSIFIED27 of 34 total
NO MOAT3
HAS A MOAT24
MOAT NOT YET CLASSIFIED7
MEDIAN AI EXPOSURE8 /100
Management10 careers
Beekeeper
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Dairy Farmer
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Livestock Farmer
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Poultry Farmer
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Agricultural and Horticultural Manager
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 →Farm Manager
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 →Landscaping and Gardening/Grounds Keeping Services Manager
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 →Livery Yard and Stud Farm Manager
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 →Forestry 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 →Farming, Fishing & Forestry9 careers
Horticultural Trades
4AI EXPOSURE TODAY4
20-YEAR SCENARIO
NOT A FORECAST49%
NOT A FORECAST49%
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 →Agricultural Contractors
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Agricultural Machinery Operators
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Dairy Worker
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Farm Labourer
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Fisher
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Forest Workers
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Milker
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Sheep Shearer
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Building & Grounds Cleaning & Maintenance3 careers
Garden and Park Labourers
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Gardener
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Landscape Gardener
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Life, Physical & Social Science2 careers
Sustainable Agriculture Specialist
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Weighers, Graders and Sorters
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Office & Administrative Support1 career
Farm Secretary
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Production1 career
Slaughterer
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Personal Care & Service1 career
Beauty Salon Managers and Proprietors
30AI EXPOSURE TODAY30
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 →Uncategorised7 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.
Agricultural and Fishing Trades
4AI EXPOSURE TODAY4
20-YEAR SCENARIO
NOT A FORECAST49%
NOT A FORECAST49%
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 →Farmers
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Farmworker
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Fishing and Other Elementary Agriculture Occupations
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Gardeners and Landscape Gardeners
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Tree Surgeon
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
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 →Manager in Forestry, Fishing and Related Services
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST75%
NOT A FORECAST75%
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 →