UK AI Exposure · Managers, directors and senior officials
Managers and proprietors in agriculture and horticulture
Managers and proprietors in this unit group plan, organise and co-ordinate the activities and resources of farming and mixed farming establishments cultivating arable crops, fruits, trees and shrubs, and/or raising cattle, sheep, pigs and poultry. Managers and proprietors in horticulture oversee the production of plants for wholesale and/or retail.
- Employees (UK)
- 16k
- Median annual pay
- £34,976
- Exposure score ?
- 0.5/10 Minimal 6.8/10 High strict reading · with tools is 6.8/10 with-tools reading · strict is 0.5/10
- Wage exposure
- £28m £381m
Higher exposure than 26% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Most of the routine task inventory in this role can already be done by a capable LLM. That doesn't mean the role disappears - it means the shape changes, and one person can credibly do the work of several.
If you're in this role, here's what to do now
Stop doing anything an LLM can do. Your edge is judgment, relationships, taste, and the parts of the work that require you to be in the room. The operators who notice this first and redesign their workflow around it will be paid for those things; the ones who cling to the old task list will compete against AI at AI's prices.
Where a project with Alex usually starts for this role
This role's strict reading is low because its top tasks are judgment, not drafting. The three highest-stakes tasks below are still usually where we start — flip the toggle to 'With tools' to see what AI plus the right context can compress.
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Collect and record growth, production, and environmental data.
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Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research.
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Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques.
These are the highest-importance tasks AI can already handle when paired with the right tools and context. In a typical engagement the first wins come from building workflows around these — usually the difference between an LLM that can technically do the job and one that actually does it inside your business.
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Collect and record growth, production, and environmental data.
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Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire.
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Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Farmers, Ranchers, and Other Agricultural Managers" (11-9013.00).
What AI can already do
1 of 30 tasks · unaided
Prepare reports required by state and federal laws.
Where humans still hold the line
29 of 30 tasks
Collect and record growth, production, and environmental data.
Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research.
Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques.
Direct and monitor the transfer of mature fish to lakes, ponds, streams, or commercial tanks.
Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire.
Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.
Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries.
Position and regulate plant irrigation systems, and program environmental and irrigation control computers.
Inspect facilities and equipment for signs of disrepair, and perform necessary maintenance work.
Maintain financial, operational, production, or employment records for farms or ranches.
Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities.
Direct the breeding or raising of stock, such as cattle, poultry, or honeybees, using recognized breeding practices to ensure stock improvement.
Negotiate with buyers for the sale, storage, or shipment of crops or livestock.
Coordinate the selection and maintenance of brood stock.
Analyze soil to determine types or quantities of fertilizer required for maximum crop production.
Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns.
Analyze market conditions to determine acreage allocations.
Replace chemical insecticides with environmentally friendly practices, such as adding pest-repelling plants to fields.
Supervise the construction of farm or ranch structures, such as buildings, fences, drainage systems, wells, or roads.
Conduct inspections to determine crop maturity or condition or to detect disease or insect infestation.
Conduct or supervise stock examinations to identify diseases or parasites.
Determine types or quantities of crops, plants, or livestock to be grown and raised, based on budgets, federal incentives, market conditions, executive directives, projected sales volumes, or soil conditions.
Determine, administer, and execute policies relating to operations administration and standards, facility maintenance, and safety.
Direct crop production operations, such as planning, tilling, planting, fertilizing, cultivating, spraying, and harvesting.
Evaluate marketing or sales alternatives for products.
Hire, supervise, and train support workers.
Monitor activities, such as irrigation, chemical application, harvesting, milking, breeding, and grading, to ensure adherence to safety regulations or standards.
Monitor environments to ensure maintenance of optimum animal or plant life.
Obtain financing for and purchase necessary machinery, land, supplies, or livestock.
Tasks via O*NET "Farmers, Ranchers, and Other Agricultural Managers" (11-9013.00).
What AI can already do
22 of 30 tasks · with tools
Collect and record growth, production, and environmental data.
Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire.
Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.
Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries.
Prepare reports required by state and federal laws.
Position and regulate plant irrigation systems, and program environmental and irrigation control computers.
Maintain financial, operational, production, or employment records for farms or ranches.
Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities.
Negotiate with buyers for the sale, storage, or shipment of crops or livestock.
Analyze soil to determine types or quantities of fertilizer required for maximum crop production.
Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns.
Analyze market conditions to determine acreage allocations.
Replace chemical insecticides with environmentally friendly practices, such as adding pest-repelling plants to fields.
Conduct inspections to determine crop maturity or condition or to detect disease or insect infestation.
Conduct or supervise stock examinations to identify diseases or parasites.
Determine types or quantities of crops, plants, or livestock to be grown and raised, based on budgets, federal incentives, market conditions, executive directives, projected sales volumes, or soil conditions.
Determine, administer, and execute policies relating to operations administration and standards, facility maintenance, and safety.
Direct crop production operations, such as planning, tilling, planting, fertilizing, cultivating, spraying, and harvesting.
Evaluate marketing or sales alternatives for products.
Monitor activities, such as irrigation, chemical application, harvesting, milking, breeding, and grading, to ensure adherence to safety regulations or standards.
Monitor environments to ensure maintenance of optimum animal or plant life.
Obtain financing for and purchase necessary machinery, land, supplies, or livestock.
Where humans still hold the line
8 of 30 tasks
Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research.
Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques.
Direct and monitor the transfer of mature fish to lakes, ponds, streams, or commercial tanks.
Inspect facilities and equipment for signs of disrepair, and perform necessary maintenance work.
Direct the breeding or raising of stock, such as cattle, poultry, or honeybees, using recognized breeding practices to ensure stock improvement.
Coordinate the selection and maintenance of brood stock.
Supervise the construction of farm or ranch structures, such as buildings, fences, drainage systems, wells, or roads.
Hire, supervise, and train support workers.
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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