Will AI replace farm and home management educators?

The biggest change here is physical: systems like ROGO robotic soil sampler have done tasks such as “Provide direct assistance to farmers by performing activities such as purchasing or selling products and supplies” in real workplaces, about 13m of a typical shift. Most of the rest, 7h 47m, has no AI or robot evidence. BLS expects about 3.2% fewer of these jobs by 2035.

Time card for farm and home management educators showing a typical 8-hour shift: 7h 47m done by people, 13m by robots.
Each mark is 5 minutes of a typical shift for farm and home management educators, colored by who does that task today. Estimates from O*NET tasks and Anthropic Economic Index data. How it's made

Home / Education / Farm and Home Management Educators

Instruct and advise individuals and families engaged in agriculture, agricultural-related processes, or home management activities. Demonstrate procedures and apply research findings to advance agricultural and home management activities. May develop educational outreach programs. May instruct on either agricultural issues such as agricultural processes and techniques, pest management, and food safety, or on home management issues such as budgeting, nutrition, and child development.

Time card

Untick tasks you don't do, or set your own times.
MineTask, by time spentHumanWith AIAIRobot
Advise farmers and demonstrate techniques in areas such as feeding and health maintenance of livestock, growing and harvesting practices, and financial planning.1h 10m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Conduct classes or deliver lectures on subjects such as nutrition, home management, and farming techniques.1h 10m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Collaborate with producers to diagnose and prevent management and production problems.38m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Research information requested by farmers.38m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Prepare and distribute leaflets, pamphlets, and visual aids for educational and informational purposes.38m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Organize, advise, and participate in community activities and organizations, such as county and state fair events and 4-H Clubs.38m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Schedule and make regular visits to farmers.32m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Collect and evaluate data to determine community program needs.26m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Conduct field demonstrations of new products, techniques, or services.26m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Maintain records of services provided and the effects of advice given.26m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Collaborate with social service and health care professionals to advise individuals and families on home management practices, such as budget planning, meal preparation, and time management.26m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Conduct agricultural research, analyze data, and prepare research reports.19m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Act as an advocate for farmers or farmers' groups.13m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Provide direct assistance to farmers by performing activities such as purchasing or selling products and supplies, supervising properties, and collecting soil and herbage samples for testing.13m a shift · Robots deployed · e.g. ROGO robotic soil sampler (Kubota UTV platform)
Why this label?Marked Robot because ROGO robotic soil sampler (Kubota UTV platform) (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most farm and home management educators work alongside one. How labels work
Set and monitor production targets.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work

Clock history

  1. 13m touchedFirst published: O*NET 30.1, Anthropic Economic Index (2025 usage and September 2026 robot study), BLS May 2025

When new data changes this clock, the date, the new numbers and the reason are logged here. Company news alone never moves the clock.

On the floor

No company news tracked for this job yet. New stories are added as they happen.

Ask the clock

Will AI replace farm and home management educators?

Not on current evidence. Less than 30 minutes of a typical shift goes to tasks that AI or robots are doing today. The other 7h 47m (97%) stays with people. Separately, BLS expects about 3.2% fewer of these jobs by 2035 (all jobs: +3.5%).

What can AI already do for farm and home management educators?

None of this job's tasks show regular AI use yet. That can mean the work is hands-on or in person, or simply that it rarely comes up in AI usage data.

Where do robots fit in?

For some tasks, yes. Robots have done 1 of this job's tasks in workplaces like this one, about 13m of a typical shift. For 3 physical tasks, no robot has shown it can do the work yet.

  • Provide direct assistance to farmers by performing activities such as purchasing or selling products and supplies, supervising properties, and collecting soil and herbage samples for testing. (13m a shift; e.g. ROGO robotic soil sampler (Kubota UTV platform), in use)
What still needs a person?

7h 47m of a typical shift, or 97%, goes to tasks with no AI or robot evidence yet. No AI usage or robot deployment has shown up for these so far. The biggest:

  • Advise farmers and demonstrate techniques in areas such as feeding and health maintenance of livestock, growing and harvesting practices, and financial planning. (1h 10m a shift)
  • Conduct classes or deliver lectures on subjects such as nutrition, home management, and farming techniques. (1h 10m a shift)
  • Collaborate with producers to diagnose and prevent management and production problems. (38m a shift)
  • Research information requested by farmers. (38m a shift)
  • Prepare and distribute leaflets, pamphlets, and visual aids for educational and informational purposes. (38m a shift)
Why is that work hard to automate?

Much of it comes down to where and how the work happens. In-person, hands-on and high-stakes work is where AI and robots have made the least headway so far. In the official O*NET survey of people in this job:

  • 96% say dealing with the public is very or extremely important
  • 73% talk face to face with others every day
Are employers still hiring farm and home management educators?

On Indeed, job postings in the Education & Instruction sector are at 107% of their February 2020 level (all U.S. postings: 104%), down 9.5% from a year earlier, as of Oct 9, 2026. BLS separately expects about 800 openings a year in this job through 2035. Across all U.S. postings, 7.3% now mention AI skills. Sector postings cover more than this one job and move for many reasons besides AI.

How much do farm and home management educators make?

The median pay is about $60,220 a year ($28.95 an hour), 18% above the median for all U.S. jobs ($50,980). Most people in this job earn between $37,650 and $85,060 a year; that range covers the middle 80%. Pay figures are from BLS, May 2025, and vary a lot by state and employer. Pick a state to compare:

Is this job growing or shrinking?

BLS projects a decline of 3.2% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 9,400 jobs in 2035. Even so, it expects about 800 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

How many farm and home management educators are there in the U.S.?

About 8,220 people in the U.S., roughly 0.01% of all workers (BLS, May 2025). That makes it the 690th largest of the 796 jobs on this site. BLS expects about 9,400 in 2035.

What training do farm and home management educators need?

The most common requirement is a master's degree: about 70% of people in the job said so in the official O*NET survey. O*NET rates the job at level 5 of 5 for preparation, which usually means: graduate degree. Requirements vary by state and employer, especially for licensed work.

What should I learn to stay ahead of AI?

These come from the job's official skill ratings and from the tasks that AI and robots touch least today. Building them keeps you strong in the parts of the work that still need a person:

  • Skills that matter more here than in most jobs: Instructing, Systems Evaluation, Active Listening, Learning Strategies
  • Get strong at the parts of the job that stay with people (listed above), which take 7h 47m of a typical shift
  • Tools employers list: Microsoft Office software, ESRI ArcGIS software, Microsoft Excel, Microsoft Outlook, Microsoft PowerPoint
What other jobs could farm and home management educators move into?

These use similar skills. Matches come from 109 official ratings of skills, knowledge and work activities, and each needs the same or less preparation unless the official list relates the jobs directly:

  • Postsecondary Agricultural Sciences Teachers (3h 36m touched, $99k median pay)
  • Management Analysts (3h 2m touched, $102k median pay)
  • Soil and Plant Scientists (1h 21m touched, $79k median pay)
How solid are these numbers?

Each task carries its own evidence label. For this job: 1 with robots in real deployments, 14 with no AI or robot evidence found. The minutes per task are estimates, not measured hours, and "no evidence" doesn't prove a task is safe.

Tools in demand

  • Microsoft Office software
  • ESRI ArcGIS software
  • Microsoft Excel
  • Microsoft Outlook
  • Microsoft PowerPoint
  • Microsoft SharePoint
  • Microsoft Word
  • SAP software

Also called

4-H Agent, 4-H Club Agent, 4-H Youth Development Educator, 4-H Youth Development Specialist, 4-H Youth Educator, Agricultural Agent, Agricultural Extension Agent, Agricultural Extension Educator, Agriculture Consultant, Agriculture Extension Agent, Agriculture Extension Specialist, Community Educator, Cooperative Extension Agent, County Agent