UK dataswitch to US
Horticultural trades
carrying out planting and providing appropriate care to plants during and immediately after planting, identifying technical problems and assessing situations to maintain plant health and productivity and controlling weed growth in gardens and landscaped areas. If that's your week, this page is about your job.
The honest answer
AI changes the edges of this job, not the middle: carrying out planting and providing appropriate care to plants during and immediately after planting is work software can't reach.
What shifts is analysing yields, operational costs and financial returns of horticultural operations: the overhead at the edges, not the middle you trained for.
Your week, as this page understands it
Horticultural trades workers intensively cultivate vegetables, plants, fruit, shrubs, trees and flowers in greenhouses, market gardens, nurseries and orchards. The job title says “horticultural trades”. The real job is the part underneath: carrying out planting and providing appropriate care to plants during and immediately after planting. That is the thing someone has to be right about.
The exposed part of this job is specific, and we won’t pretend it is coming back. But horticultural trades is not one task. It is 53 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is carrying out planting and providing appropriate care to plants during and immediately after planting, and the ledger below shows exactly why.
Where the work sits, by task weight
- shifting to AI
- 9%
- changing shape
- 11%
- staying human
- 80%
These bars are tasks changing hands, not people being counted out. The ledger below shows which.
Whole-job exposure score 21 out of 100 (18–27 allowing for uncertainty): low exposure, across 53 scored tasks. The number is the support for the sentence above it, not a headline about anyone’s future.
How we know this
What is measured: Every published task statement for horticultural trades is rated on five dimensions: can a model produce the output, does the work need a body in a room, does it need a legally accountable person, does it depend on a person being trusted in the moment, and how much data exists. A published formula turns those five ratings into the score; the model never writes the number.
How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.
Release: 2026-q4.1, scores computed 2026-08-05. Read the full method.
Your job, task by task
These are the official task statements for this occupation, in plain English, sorted by what the evidence says is happening to each one. The official wording sits under every line so you can check the rewrite against it.
- One row is marked low confidence, so treat it as a ballpark rather than a fine measurement.
- 20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
- Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.
Shifting to AI
6 tasksTasks today’s tools can already do most of. This is the part we will not soften: where these rows are the bulk of your week, the week changes.
Analysing yields, operational costs and financial returns of horticultural operations
This is reading one thing and writing another: yields, operational costs and financial returns of horticultural in, a record out. That is the shape today's tools are built for.
importance 75 · 5112/00Source: “Analyse yields, operational costs and financial returns of horticultural operations.” (UK task statement)
How this row was scored
Exposure score: 93 out of 100 (89–97 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Working out yields, costs and returns is spreadsheet analysis software does accurately.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Maintaining accurate records as part of administrative tasks
This is reading one thing and writing another: accurate records in, a record out. That is the shape today's tools are built for.
importance 60 · 5112/00Source: “Maintain accurate records as part of administrative tasks.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Keeping administrative records accurate is routine documentation that software already does well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Staying informed about developments in specialist areas and land-based sectors
This is reading one thing and writing another: informed in, a record out. That is the shape today's tools are built for.
importance 50 · 5112/00Source: “Stay informed about developments in specialist areas and land-based sectors.” (UK task statement)
How this row was scored
Exposure score: 100 out of 100 (96–100 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Trade press, research bodies and government updates are all public, so software can gather and summarise them better than a busy grower.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Designing supply chain systems for efficient processing
This is reading one thing and writing another: chain systems in, a record out. That is the shape today's tools are built for.
importance 50 · 5112/00Source: “Design supply chain systems for efficient processing, storage, and transport.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (68–82 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Designing processing, storage and transport flows is modelling and planning work software does well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Changing shape
6 tasksTasks where the machine takes the producing and a person keeps the checking, the deciding, or the answering-for-it. For most jobs this is the biggest group, and it is where "transformation, not termination" is literally visible.
Complying with health and safety
The software now makes the first pass at health, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 75 · 5112/00Source: “Comply with health and safety, other legislation, and organisational policies and procedures.” (UK task statement)
How this row was scored
Exposure score: 49 out of 100 (42–56 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Health and safety duties are written down clearly, so checking and documenting compliance is well-supported by software.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Formulating solutions for horticultural and landscaping challenges
The software now makes the first pass at solutions, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 5112/00Source: “Formulate solutions for horticultural and landscaping challenges.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Diagnosing and solving common horticultural problems draws on well-documented knowledge.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Providing information and advice regarding the selection of products
The software now makes the first pass at information, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 5112/00Source: “Provide information and advice regarding the selection of products.” (UK task statement)
How this row was scored
Exposure score: 53 out of 100 (46–60 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Plant and product advice draws on abundant published reference information, so good answers are easy to generate.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.
Staying human
41 tasksTasks that stay with a person, because they happen in the physical world, because the rules need someone accountable, or because the value is that a specific person does them.
Carrying out planting and providing appropriate care to plants during and immediately after planting
This work happens in the physical world: planting, in a real place. Software cannot follow it there.
importance 85 · 5112/00Source: “Carry out planting and provide appropriate care to plants during and immediately after planting.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Planting and settling plants in is done by hand in the ground.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Harvesting crops as part of crop production duties
This work happens in the physical world: crops, in a real place. Software cannot follow it there.
importance 85 · 5112/00Source: “Harvest crops as part of crop production duties.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Harvesting a crop is physical outdoor labour.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Harvesting crops
This work happens in the physical world: crops, in a real place. Software cannot follow it there.
importance 85 · 5112/00Source: “Harvest crops.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Harvesting is physical work out in the field.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Show the other 43 tasks
Managing budgeting processes within administrative duties for operational efficiency
shifting to AIThis is reading one thing and writing another: processes within administrative duties in, a record out. That is the shape today's tools are built for.
importance 50 · 5112/00Source: “Manage budgeting processes within administrative duties for operational efficiency.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Budgeting is ordinary desk work with the figures already held on computer.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Meeting agreed deadlines and work within budgets - at management level
shifting to AIThis is reading one thing and writing another: agreed deadlines in, a record out. That is the shape today's tools are built for.
importance 50 · 5112/00Source: “Meet agreed deadlines and work within budgets - at management level.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Tracking deadlines and budgets is planning and reporting work that project tools already support strongly.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Preparing new or modified operational strategies and business plans
changing shapeThe software now makes the first pass at new or modified operational strategies and business plans, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 50 · 5112/00Source: “Prepare new or modified operational strategies and business plans.” (UK task statement)
How this row was scored
Exposure score: 58 out of 100 (51–65 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Business plans can be drafted quickly, but the strategy inside them needs judgement about this organisation.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Marketing and selling produce based on seasonal demand and crop availability
changing shapeThe software now makes the first pass at produce, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 5112/00Source: “Market and sell produce based on seasonal demand and crop availability.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Pricing and promoting produce against seasonal demand is forecasting and marketing work software handles well.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Monitoring and enforcing international health
changing shapeThe software now makes the first pass at international health, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 60 · 5112/00Source: “Monitor and enforce international health, safety, and employment regulations.” (UK task statement)
How this row was scored
Exposure score: 42 out of 100 (35–49 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Checking work against written health, safety and employment rules is document-comparison work AI does well.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Providing instructions to team members based on specific role requirements
staying humanThe value here is that a specific person handles instructions and stands behind it. That is earned, not computed.
importance 60 · 5112/00Source: “Provide instructions to team members based on specific role requirements.” (UK task statement)
How this row was scored
Exposure score: 39 out of 100 (32–46 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Work instructions can be written, but assigning and explaining them happens with the team present.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Examining the causes of plant health issues to enhance horticultural practices
staying humanThis work happens in the physical world: the causes of plant health issues, in a real place. Software cannot follow it there.
importance 75 · 5112/00Source: “Examine the causes of plant health issues to enhance horticultural practices.” (UK task statement)
How this row was scored
Exposure score: 38 out of 100 (31–45 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Photo-based plant disease identification is already good, though confirming the cause often means examining plants and soil.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Managing plant health and suitability to site
staying humanThis work happens in the physical world: plant health, in a real place. Software cannot follow it there.
importance 75 · 5112/00Source: “Manage plant health and suitability to site.” (UK task statement)
How this row was scored
Exposure score: 38 out of 100 (31–45 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Plant and site matching is thoroughly documented in horticultural references, but conditions are judged on the ground.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Communicating effectively with other colleagues and professional groups through briefings
staying humanThe value here is that a specific person handles other colleagues and stands behind it. That is earned, not computed.
importance 60 · 5112/00Source: “Communicate effectively with other colleagues and professional groups through briefings, operational reports, and presentations.” (UK task statement)
How this row was scored
Exposure score: 35 out of 100 (28–42 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the value is that a specific person does it.
The rating behind it: Briefings, reports and slides can be drafted automatically, though delivering them convincingly is a person's job.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Managing pest, disease and weed control programmes to ensure hygiene and health standards are met
staying humanThe rules require a named, qualified person to answer for pest, disease and weed control programmes, and that person cannot be a piece of software.
importance 80 · 5112/00Source: “Manage pest, disease and weed control programmes to ensure hygiene and health standards are met.” (UK task statement)
How this row was scored
Exposure score: 32 out of 100 (25–39 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; someone qualified has to answer for it.
The rating behind it: Planning a control programme is desk work software supports well, though the treatments in it must be applied by a certificated operator.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Managing the carrier area operations
staying humanThis work happens in the physical world: the carrier area operations, in a real place. Software cannot follow it there.
importance 50 · 5112/00Source: “Manage the carrier area operations, ensuring efficient stock placement and dispatch readiness.” (UK task statement)
How this row was scored
Exposure score: 32 out of 100 (25–39 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Stock placement and dispatch readiness is a scheduling problem, though the goods are still moved by people.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Identifying technical problems and assessing situations to maintain plant health and productivity
staying humanThis work happens in the physical world: technical problems, in a real place. Software cannot follow it there.
importance 75 · 5112/00Source: “Identify technical problems and assess situations to maintain plant health and productivity.” (UK task statement)
How this row was scored
Exposure score: 29 out of 100 (22–36 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Diagnosing a growing problem needs someone in the crop noticing what the data does not show.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Monitoring and enforcing UK quality and hygiene standards in the workplace
staying humanThis work happens in the physical world: UK quality, in a real place. Software cannot follow it there.
importance 60 · 5112/00Source: “Monitor and enforce UK quality and hygiene standards in the workplace.” (UK task statement)
How this row was scored
Exposure score: 28 out of 100 (21–35 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: The standards are written down, but enforcing hygiene and quality means walking the site and correcting people.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Advising customers on selecting and caring for plants
staying humanThis work happens in the physical world: customers, in a real place. Software cannot follow it there.
importance 70 · 5112/00Source: “Advise customers on selecting and caring for plants.” (UK task statement)
How this row was scored
Exposure score: 26 out of 100 (19–33 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Plant care advice is well documented and easy to generate, though customers usually ask while standing in the shop.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Organising presentations and demonstrations for various stakeholders
staying humanThis work happens in the physical world: presentations, in a real place. Software cannot follow it there.
importance 50 · 5112/00Source: “Organise presentations and demonstrations for various stakeholders.” (UK task statement)
How this row was scored
Exposure score: 26 out of 100 (19–33 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: The materials are easy to prepare, but presenting to an audience means being there.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Providing support to enhance productivity and growth for the organisation and its business partners
staying humanThe value here is that a specific person handles support and stands behind it. That is earned, not computed.
importance 50 · 5112/00Source: “Provide support to enhance productivity and growth for the organisation and its business partners.” (UK task statement)
How this row was scored
Exposure score: 26 out of 100 (14–38 allowing for uncertainty): low exposure, low confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Software can suggest improvements from the numbers, but supporting partners day to day rests on the working relationship with them.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Developing and supervising the implementation of site biosecurity measures and invasive species management
staying humanThis work happens in the physical world: the implementation of site biosecurity measures, in a real place. Software cannot follow it there.
importance 60 · 5112/00Source: “Develop and supervise the implementation of site biosecurity measures and invasive species management.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Biosecurity plans can be drafted from guidance, but implementing and policing them happens across the site.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Selling plants and flowers to customers
staying humanThis work happens in the physical world: plants, in a real place. Software cannot follow it there.
importance 70 · 5112/00Source: “Sell plants and flowers to customers.” (UK task statement)
How this row was scored
Exposure score: 20 out of 100 (13–27 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Selling plants face to face depends on reading the customer and their garden in the moment.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Developing new horticultural products to enhance plant growth
staying humanThis work happens in the physical world: new horticultural products, in a real place. Software cannot follow it there.
importance 70 · 5112/00Source: “Develop new horticultural products to enhance plant growth.” (UK task statement)
How this row was scored
Exposure score: 14 out of 100 (7–21 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Creating genuinely new growing products needs trialling in real conditions, not summarising existing methods.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Managing ornamental turf
staying humanThis work happens in the physical world: ornamental turf, in a real place. Software cannot follow it there.
importance 60 · 5112/00Source: “Manage ornamental turf.” (UK task statement)
How this row was scored
Exposure score: 14 out of 100 (7–21 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Turf programmes can be planned from data, but managing a surface means mowing, feeding and treating it.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Managing transplanting operations in greenhouses
staying humanThis work happens in the physical world: operations, in a real place. Software cannot follow it there.
importance 60 · 5112/00Source: “Manage transplanting operations in greenhouses, adapting to seasonal product changes.” (UK task statement)
How this row was scored
Exposure score: 14 out of 100 (7–21 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Transplanting schedules are plannable, but the operation itself is handling plants in the greenhouse.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Communicating effectively verbally with clients
staying humanThe value here is that a specific person handles this work and stands behind it. That is earned, not computed.
importance 60 · 5112/00Source: “Communicate effectively verbally with clients, colleagues, and the public.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (9–17 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Speaking well with clients and the public is a live human exchange, not a document.
The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Carrying out operations to minimise environmental impact by avoiding pollution of soil
staying humanThis work happens in the physical world: operations, in a real place. Software cannot follow it there.
importance 80 · 5112/00Source: “Carry out operations to minimise environmental impact by avoiding pollution of soil, air, and waterways.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: The rules on runoff and spray drift are published, but avoiding pollution comes down to how the work is done in the field.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Controlling pests that damage plants
staying humanThis work happens in the physical world: pests, in a real place. Software cannot follow it there.
importance 80 · 5112/00Source: “Control pests that damage plants.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–11 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Identifying the pest can be done from a photo, but treating the crop is physical, and sprays need a certificated operator.
The five ratings: output a model can produce 0/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Controlling weed growth in gardens and landscaped areas
staying humanThis work happens in the physical world: weed growth, in a real place. Software cannot follow it there.
importance 75 · 5112/00Source: “Control weed growth in gardens and landscaped areas.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–11 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Removing weeds is physical work in the beds, and applying herbicide commercially requires someone holding a spraying certificate.
The five ratings: output a model can produce 0/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Watering plants to maintain their health
staying humanThis work happens in the physical world: plants, in a real place. Software cannot follow it there.
importance 85 · 5112/00Source: “Water plants to maintain their health.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Watering plants means physically getting water to them.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Feeding plants
staying humanThis work happens in the physical world: plants, in a real place. Software cannot follow it there.
importance 80 · 5112/00Source: “Feed plants.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Feeding plants means physically applying feed in the field or glasshouse, which software cannot do.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Installing soft landscape materials, shrubs, trees, turf and seeds
staying humanThis work happens in the physical world: soft landscape materials, shrubs, trees, turf and seeds, in a real place. Software cannot follow it there.
importance 80 · 5112/00Source: “Install soft landscape materials such as shrubs, trees, turf, and seeds.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Laying turf and planting shrubs and trees is heavy manual work on site.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Planting seeds and bulbs to grow plants and shrubs
staying humanThis work happens in the physical world: seeds, in a real place. Software cannot follow it there.
importance 80 · 5112/00Source: “Plant seeds and bulbs to grow plants and shrubs.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Planting is done kneeling in the soil.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Producing plants through propagation
staying humanThis work happens in the physical world: plants, in a real place. Software cannot follow it there.
importance 80 · 5112/00Source: “Produce plants through propagation.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Propagating plants means handling cuttings, seed and compost by hand.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Pruning plants
staying humanThis work happens in the physical world: plants, in a real place. Software cannot follow it there.
importance 80 · 5112/00Source: “Prune plants as required.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Pruning is skilled cutting done plant by plant with tools in hand.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Transplanting or potting and labelling harvested plants
staying humanThis work happens in the physical world: harvested plants, in a real place. Software cannot follow it there.
importance 80 · 5112/00Source: “Transplant or pot and label harvested plants.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Potting and labelling plants is done by hand at the bench.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Maintaining irrigation systems to support crop growth and agricultural efficiency
staying humanThis work happens in the physical world: irrigation systems, in a real place. Software cannot follow it there.
importance 75 · 5112/00Source: “Maintain irrigation systems to support crop growth and agricultural efficiency.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Keeping irrigation working means fixing pipes and fittings in the field.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Operating or using tools, equipment and machinery
staying humanThis work happens in the physical world: tools, equipment and machinery, in a real place. Software cannot follow it there.
importance 75 · 5112/00Source: “Operate or use tools, equipment, and machinery.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Using tools, equipment and machinery is by definition hands-on.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Preparing soil and plants for cultivation as part of husbandry tasks
staying humanThis work happens in the physical world: soil, in a real place. Software cannot follow it there.
importance 75 · 5112/00Source: “Prepare soil and plants for cultivation as part of husbandry tasks.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Preparing soil and plants for cultivation is hands-on ground work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Spraying plants with appropriate treatments
staying humanThis work happens in the physical world: plants, in a real place. Software cannot follow it there.
importance 75 · 5112/00Source: “Spray plants with appropriate treatments.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Spraying treatments is applied by a certificated operator with the equipment in hand.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Undertaking maintenance for soft landscaping elements to ensure their health and appearance
staying humanThis work happens in the physical world: maintenance, in a real place. Software cannot follow it there.
importance 75 · 5112/00Source: “Undertake maintenance for soft landscaping elements to ensure their health and appearance.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Looking after planting, grass and beds is hands-on garden work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Clearing vegetation by removing unwanted plants and debris
staying humanThis work happens in the physical world: vegetation, in a real place. Software cannot follow it there.
importance 70 · 5112/00Source: “Clear vegetation by removing unwanted plants and debris.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Clearing weeds and debris is manual site work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Maintaining hard surfaces and structural features
staying humanThis work happens in the physical world: hard surfaces, in a real place. Software cannot follow it there.
importance 70 · 5112/00Source: “Maintain hard surfaces and structural features.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Repairing paths, walls and structures is physical maintenance work outdoors.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Mulching aerate and weed established lawns
staying humanThis work happens in the physical world: aerate, in a real place. Software cannot follow it there.
importance 70 · 5112/00Source: “Mulch, aerate, and weed established lawns.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Mulching, aerating and weeding are physical garden jobs.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Preparing planting sites by clearing debris and tilling soil
staying humanThis work happens in the physical world: sites, in a real place. Software cannot follow it there.
importance 70 · 5112/00Source: “Prepare planting sites by clearing debris and tilling soil.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Clearing debris and tilling ground is heavy physical preparation.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Operating tractors for agricultural production
staying humanThis work happens in the physical world: tractors, in a real place. Software cannot follow it there.
importance 60 · 5112/00Source: “Operate tractors for agricultural production.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Driving a tractor across a field is physical work in the cab that software cannot take over.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Processing waste generated from horticultural activities
staying humanThis work happens in the physical world: waste, in a real place. Software cannot follow it there.
importance 60 · 5112/00Source: “Process waste generated from horticultural activities.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Handling and processing green waste is physical work with the material itself.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
What this job pays, and how many people do it
- Median pay
- £27,300a year, before tax, the middle of the range, so half earn more and half earn less.ashe-t14, 2025 · ASHE 2025 provisional (reference April 2025)Provisional, because the ONS revises this figure in the autumn.
How we know this
Source: ashe-t14
Reference period: ASHE 2025 provisional (reference April 2025)
Rounding: Shown to the nearest £100. The exact published figure is in the downloadable dataset. We do not render pounds the survey cannot support.
- People doing this job
- 13,700in the UK, 2026.nomis-aps · Apr 2025-Mar 2026 (latest APS 12-month period)This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
What is deliberately not here: a forecast of how many of these jobs exist in ten years. Where an official projection exists for a market we publish it with its vintage; where it does not, we leave the space empty rather than borrow the other country’s number.
Why this is shifting
The reason is boringly specific. Most of what is shifting here is reading one thing and writing another: yields, operational costs and financial returns of horticultural in, a record out. The rows above are exactly that shape: analysing yields, operational costs and financial returns of horticultural operations and maintaining accurate records as part of administrative tasks. What it cannot do is be there in the room, and that is still where planting gets done. Which is why this page talks about your tasks changing, not your job ending.
Your move
Over a pint: what I’d tell you if you were my friend
Start with what does not change: carrying out planting and providing appropriate care to plants during and immediately after planting is the middle of this job, and the evidence on this page says it stays with a person.
So, given all that: 9% of this job's task weight sits in rows the software is already learning, 11% in rows that change shape rather than disappear, and 80% in rows it is nowhere near. That is the position, measured across 53 scored tasks. It is not a forecast about you.
So the thing worth your attention is not the job going away. It is the layer around it. Analysing yields, operational costs and financial returns of horticultural operations is the part turning into software, and being the person who understands that layer is worth money.
This week: one thing
Ask the one question. Find whoever is bringing new software into your workplace (the manager, the office, whoever runs the system) and ask them what it is meant to do to yields, operational costs and financial returns of horticultural, and what it is not meant to touch. Ten minutes, this week, before anyone decides it for you.
- What you end up holding
- a straight answer about what is actually being rolled out, and when
- How long it takes
- ten minutes
If there’s nobody obvious to ask, or you’d rather not ask your manager: Put the same question to your union rep, your shift lead or the person who has been there longest, in person, over a break. Same ten minutes, same answer, and you will usually get a straighter one. Write down what they say. The note is the artifact, and it tells you whether planting is in scope or not. Nothing to log into, no licence needed.
Over the next 90 days
Get inside the tool rollout rather than waiting for it. Over the next ninety days, ask to be in the group that tests, checks or signs off whatever new system arrives near complying with health and safety. It is usually an unglamorous seat that nobody fights for, and it is the one that decides how the software is used on your job rather than to it.
Over the next 12 months
On this evidence I would not retrain out of this job, and I will say that plainly rather than hedge it. The task list here is dominated by work that stays with a person. What I would do with a year is get formally recognised for the layer around it (the systems, the compliance, the planning), so you are the one who understands the software instead of the one it is done to. Before you pay for anything, spend an hour with National Careers Service. It is free and government-funded, and it is listed below with the rest of the free routes.
The roads out of here, and why I am not sending you down them
I looked at the obvious moves out of this job, and here is what I found.
I checked the 12 nearest UK occupations to horticultural trades (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was managers and proprietors in agriculture and horticulture: only about 16% of its durable work is work you already do. And on the numbers you do not need one. This job scores 21/100 here, with only 9% of the task list in the top band, and “carry out planting and provide appropriate care to plants during and immediately…” is not work that hands over cleanly. None of them beats deepening what you already have.
How that was checked: this job was compared against all 412 UK occupations in this release on their official task statements, and the 12 nearest were examined one by one. A move that turns on an industry, an employer or a qualification rather than on the work itself will not show up in a check like that. And this release carries no licence register, so anything you are weighing needs that looked up separately.
3 moves I checked and rejected
These are the obvious-looking jumps. They are here with their reasons rather than quietly dropped, because the ones that fail are worth knowing about. It is one less thing to turn over at night.
Managers and proprietors in agriculture and horticulture
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “operate tractors for agricultural production”. Across the whole of both lists that adds up to about 16% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 16% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.
Mobile machine drivers and operatives n.e.c.
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “carry out operations to minimise environmental impact by avoiding pollution of soil, air, and waterways”. Across the whole of both lists that adds up to about 14% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 14% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.
Gardeners and landscape gardeners
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “undertake maintenance for soft landscaping elements to ensure their health and appearance”. Across the whole of both lists that adds up to about 13% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 13% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.
What I’d stop worrying about
A friend tells you what not to spend fear on. This is that list.
The headline number you read somewhere
The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 9% of its task weight, across 53 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.
The headlines about your trade disappearing
They are usually about the technology, not the timetable. Changes to work like carrying out planting and providing appropriate care to plants during and immediately after planting arrive through rules, insurance and money, slowly and visibly. This page tracks the task evidence and will move when it moves.
Retraining out of a job that is holding up
On this evidence I would not spend money leaving. Spend it on the layer around the job instead: the tools, the paperwork, the planning. That is where the change actually is.
The “obvious” next job everyone suggests
I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.
You are reading the United Kingdom figures
The United States splits this work across more than one official group, of which Agricultural Technicians is the closest. The pay and employment figures are not directly comparable, and we do not average them together.
Switch to the United States page →partial match
The other groups this work is counted across:
In US official statistics this job is counted as Agricultural Technicians, Food Science Technicians, Landscaping and Groundskeeping Workers and First-Line Supervisors of Farming, Fishing, and Forestry Workers. Pay is shown separately for each of those groups (medians cannot be averaged together), while the task list and the scores on this page are for this group only.
Your route through this
Where to go next, and what it costs
Free, and complete
The moves above cost nothing. These are the real services that go with them: public, government-funded, and free at the point of use. Nothing on this page is behind an email address or a payment.
In England:
A free hour with a government-funded careers adviser is worth more than another evening of reading. In England that's the National Careers Service.
Free, government-funded
In England:
National Careers Service - Find a course
Search what's actually running near you before you spend anything.
Free to search; individual courses vary
In England:
Free courses for jobs (Level 3 qualifications)
A free Level 3 qualification you already qualify for beats a paid course you don't need.
Free for eligible adults
In England:
Free, up to 16 weeks, and you get a job interview at the end. In England these are Skills Bootcamps - search what's running near you.
Free for eligible adults in England
In Scotland:
My World of Work (Skills Development Scotland)
In Scotland it's My World of Work, from Skills Development Scotland.
Free, publicly funded
In Wales:
In Wales it's Careers Wales.
Free, Welsh Government-funded
In Northern Ireland:
Careers Service Northern Ireland
In Northern Ireland it's the Careers Service on nidirect.
Free, Department for the Economy-funded
No Space for this job, but one for what is happening to it
Nothing Collab365 runs is built for horticultural trades, and we are not going to point you at the nearest one and call it a fit.
There is one that is not about a job title at all. The AI Authority is about being the person who directs these tools at work rather than the person they get compared to. That is worth saying here, because 9% of the work on this page is already inside what they can do.
7 days free, no card needed. Explore up to 2 Spaces before you choose a plan: you pick a plan later, not now.
The AI Authority is a general community about working with AI, not a course for horticultural trades. You do not need it to act on anything here: the moves above cost nothing and stand on their own. The data on this page is the same either way.
Noted, and thank you. We’ll email you if a Space for horticultural trades launches. Nothing else.
That did not look like an email address, so nothing was saved. Have another go below.
We could not save that. The fault is ours, not yours, and your address was not stored. Please try again later.
No deadline on any of this. The page will still be here, and the data is refreshed on a published schedule rather than when someone wants a headline.
Questions people ask about this job
- Will AI replace Horticultural trades?
- Not as a job, but it is already doing parts of the work. Across the 53 official task statements scored for Horticultural trades (United Kingdom, SOC 5112), 9% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 21 out of 100 (range 18–27, band: low). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.
- Which tasks in “Horticultural trades” can AI already do?
- The highest-scoring tasks in release 2026-q4.1 are: “Stay informed about developments in specialist areas and land-based sectors” (100/100, very high); “Analyse yields, operational costs and financial returns of horticultural operations” (93/100, very high); “Maintain accurate records as part of administrative tasks” (75/100, high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
- Which tasks in “Horticultural trades” stay human?
- About 80% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Process waste generated from horticultural activities” (0/100, minimal); “Operate tractors for agricultural production” (0/100, minimal); “Prepare planting sites by clearing debris and tilling soil” (0/100, minimal). Low scores usually mean the task needs a body in a room, a legally accountable human, or trust built in real time. Those are the three things the scoring rubric treats as gates rather than obstacles.
- What should someone working in “Horticultural trades” do about AI?
- Start from the ledger rather than the headline: 9% of this job's weighted core work is exposed, and roughly 80% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.
- How is the AI exposure score for Horticultural trades calculated?
- Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 53 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.
Where these numbers come from
About the data on this page
- Provisional, because the ONS revises this figure in the autumn.
- This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
- One row is marked low confidence, so treat it as a ballpark rather than a fine measurement.
- The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
- 20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
- Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.
- Task statements
- gaisi-indexProcessing: catalogue-bridge → ssc-relatedness-weighting → task-scoring → score-aggregation
- Task weights
- gaisi-index (relatedness)
- Scores
- Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
- Pay and employment
- ashe-t14 (ASHE 2025 provisional (reference April 2025))nomis-aps (Apr 2025-Mar 2026 (latest APS 12-month period))
Figures on this page come from release 2026-q4.1, published 2026-08-05. Every release keeps its own permanent address, so a figure you cite in March is still there, unchanged, in November.
The plain-English wording on this page is assembled directly from the task statements and the published ratings, not written by hand for this occupation. That is why it is specific, and it is also why we say so.
The routes and free resources further up are today’s, not the release’s (last reviewed 2026-08-05). A route is an offer, not a historical fact, so it moves on its own clock.
Using these figures?
Cite this
Everything on this site is published under CC BY 4.0. Quote it, chart it, sell something built on it. Just say where it came from, and cite the dated release rather than the site, so the figure you quote stays checkable.
Plain text
Collab365 (2026). Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1 (methodVersion 2.0.0, promptVersion task_scoring_v1.0). https://futureproof.collab365.com/data/2026-q4.1. Licensed CC BY 4.0. Built with O*NET data (USDOL/ETA, CC BY 4.0); ONS data (Open Government Licence v3.0); GAISI task framework (arXiv:2507.22748, MIT); BLS data (public domain).
BibTeX
@misc{collab365futureproof2026q41,
title = {Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1},
author = {{Collab365}},
year = {2026},
url = {https://futureproof.collab365.com/data/2026-q4.1},
note = {Release 2026-q4.1, methodVersion 2.0.0, promptVersion task_scoring_v1.0, CC BY 4.0}
}Data as of release 2026-q4.1, published . Releases never change after publication; when the figures move, a new dated release is published beside this one and this one stays exactly where it is.