AI exposure by occupation, O*NET 25-9021.00
Will AI replace Farm and Home Management Educators?
Farm and Home Management Educators: AI can already handle 6 of 15 tasks; the work mostly needs a standard-tier model.
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Every task, scored
The 15 tasks O*NET 30.3 lists for Farm and Home Management Educators, from most to least exposed. 6 reach 60 or more, the level at which AI already handles a task.
| Task | AI exposure | Evidence | Model tier |
|---|---|---|---|
| Conduct agricultural research, analyze data, and prepare research reports. | Estimated | Frontier | |
| Collect and evaluate data to determine community program needs. | Estimated | Efficient | |
| Prepare and distribute leaflets, pamphlets, and visual aids for educational and informational purposes. | Observed | Efficient | |
| Advise farmers and demonstrate techniques in areas such as feeding and health maintenance of livestock, growing and harvesting practices, and financial planning. | Estimated | Frontier | |
| Organize, advise, and participate in community activities and organizations, such as county and state fair events and 4-H Clubs. | Estimated | Standard | |
| 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. | Estimated | Standard | |
| Research information requested by farmers. | Observed | Efficient | |
| Conduct classes or deliver lectures on subjects such as nutrition, home management, and farming techniques. | Estimated | Efficient | |
| Act as an advocate for farmers or farmers' groups. | Estimated | Standard | |
| Conduct field demonstrations of new products, techniques, or services. | Estimated | Standard | |
| Schedule and make regular visits to farmers. | Estimated | Efficient | |
| Set and monitor production targets. | Estimated | Efficient | |
| 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. | Estimated | Efficient | |
| Maintain records of services provided and the effects of advice given. | Estimated | Efficient | |
| Collaborate with producers to diagnose and prevent management and production problems. | Estimated | No tier |
Observed: scored from AI use recorded in the Anthropic Economic Index (June 2026 release), 2 of 15 tasks. Estimated: scored from the task's O*NET 30.3 work activity, 13 of 15. Importance is O*NET's 1 to 5 rating of how central the task is. Model tier is the lowest tier that can do the task under the published rubric; "No tier" marks hands-on work.
The model tier this role needs
A standard-tier model or lower covers 79% of the role's importance-weighted task work. 93% of the work is something AI can address at some tier, and 8% is hands-on.
Efficient, standard and frontier tiers come from the JobRoute model tier reference. The recommended tier is the lowest one that covers 80% of the work AI can address. How the method works.
Wages, employment and outlook
- US employment
- 8,220
- Median annual wage
- $60,220
- Middle half of earners
- $46,990 to $73,130
- Projected change, 2024 to 2034
- -2.5%
Employment and wages: BLS Occupational Employment and Wage Statistics, May 2025, national. Projection: BLS Employment Projections 2024 to 2034.
Adjacent roles
The occupations that reuse the most of this role's skills, with the usual time to move. These are the first places to look when you plan to redeploy or retrain people in this role.
- Farmers, Ranchers, and Other Agricultural Managers 63% skill overlap, about 13 months to move Exposure46
- Family and Consumer Sciences Teachers, Postsecondary 60% skill overlap, about 14 months to move Exposure65
- Agricultural Sciences Teachers, Postsecondary 60% skill overlap, about 14 months to move Exposure45
- Agricultural Engineers 56% skill overlap, about 16 months to move Exposure56
- Buyers and Purchasing Agents, Farm Products 55% skill overlap, about 16 months to move Exposure63
Skill overlap and transition time from the JobRoute role adjacency graph on O*NET 30.3 skills.
Questions about Farm and Home Management Educators and AI
Will AI replace Farm and Home Management Educators?
AI already handles 6 of the 15 tasks O*NET lists for this occupation, at a task exposure of 60 or more, and the role's importance-weighted exposure is 42 out of 100. JobRoute scores tasks, not whole jobs, so the score shows how much of the work changes rather than whether the job disappears. BLS projects employment to change by -2.5% from 2024 to 2034.
What is the AI exposure of Farm and Home Management Educators?
42 out of 100 on JobRoute's task exposure measure, the importance-weighted average of the role's O*NET task scores. Higher means more of the work is AI-doable today. 2 of the 15 task scores are observed in the Anthropic Economic Index (June 2026 release), and the other 13 are estimated from each task's O*NET work activity.
Which Farm and Home Management Educators tasks can AI already do?
The tasks with the highest exposure are: Conduct agricultural research, analyze data, and prepare research reports; Collect and evaluate data to determine community program needs; Prepare and distribute leaflets, pamphlets, and visual aids for educational and informational purposes. They are three of the 6 tasks that reach 60 or more.
What AI model tier does this role need?
A standard-tier model or lower covers 79% of the role's importance-weighted task work. JobRoute assigns each task the lowest tier that can do it under a published rubric and recommends the lowest tier that covers 80% of the work AI can address.
How many people work as Farm and Home Management Educators, and what do they earn?
8,220 people in the United States, with a median annual wage of $60,220 (BLS Occupational Employment and Wage Statistics, May 2025). BLS Employment Projections expect a change of -2.5% from 2024 to 2034.
How to cite
Data version 2026-11-02, JobRoute method v1.0.0. Download all occupations or this occupation as JSON. Methodology.
JobRoute (2026). AI exposure: Farm and Home Management Educators. Data version 2026-11-02, method v1.0.0. Built on O*NET 30.3, BLS OEWS May 2025 and the Anthropic Economic Index (June 2026). CC BY 4.0. https://www.jobroute.ai/jobs/farm-and-home-management-educators
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