Not Very Resilient
Last Update: 6/19/2026
AI Resilience Score for Farm & Home Mgmt. Educators:
35.0%
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
Med
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Low
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Med
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
There are a reasonable number of sources for this result, but there is some disagreement between them.
Contributing sources
AI Resilience Report forFarm and Home Management Educators
$58,120 median salary•1,100 annual openings•SOC Code: 25-9021.00
Farm and Home Management Educators are less resilient to AI impacts than most occupations, according to our analysis of 6 sources.
This career lands in "Not Very Resilient" because a meaningful portion of the routine work, like answering common farming questions, drafting educational materials, and generating crop recommendations, is already being handled by AI tools like Penn State's Tilva assistant. That means the parts of the job that once filled a lot of an educator's day are shrinking, and the role is shifting toward harder-to-define work like building trust with farmers, leading community programs, and guiding people through complex decisions.
Learn more about how you can thrive in this position
This role is not very resilient
This career lands in "Not Very Resilient" because a meaningful portion of the routine work, like answering common farming questions, drafting educational materials, and generating crop recommendations, is already being handled by AI tools like Penn State's Tilva assistant. That means the parts of the job that once filled a lot of an educator's day are shrinking, and the role is shifting toward harder-to-define work like building trust with farmers, leading community programs, and guiding people through complex decisions.
Read full analysisLearn more about how you can thrive in this position
Analysis of Current AI Resilience
Farm & Home Mgmt. Educators
Updated Quarterly

How is AI changing Farm & Home Mgmt. Educators jobs?
Good news first: in this career, AI mostly shows up as a helper, not a replacement. In January 2026, Penn State Extension launched "Tilva," a free AI assistant that gives farmers 24/7 access to research-based answers [1], and its director explained that by handling routine questions, the tool "expands Extension's capacity" so educators can focus on the trickier, human-to-human problems. A November 2025 review shared by the University of Wisconsin–Madison Division of Extension [2] reached a similar conclusion: multimodal large language models are "not designed to replace agricultural professionals," but instead help educators draft pamphlets faster, generate customized recommendations, translate across languages, and free up time for on-farm visits and relationship-building.
That lines up with the automation scores you have — routine writing and scheduling tasks are being augmented, while advocacy, community work, and 4‑H mentoring stay firmly human.
Sources

How fast is AI adoption growing for Farm & Home Mgmt. Educators?
Adoption is moving fast but is being shaped carefully. The Extension Foundation just awarded $1 million in AgriProspects grants for AI workforce development and credentialing across the Cooperative Extension system [3], funded by USDA-NIFA — a sign that money, training, and government backing are all lining up. The 2026 Farm Bill would reimburse farmers 90% of the cost of adopting AI and precision agriculture, 15 points above the normal cap [4], which will pull more producers toward AI tools educators will need to explain.
And the World Economic Forum argues AI-enabled "agricultural intelligence" is essential to feed 10 billion people by 2050 [5], creating strong economic pressure. The main brakes are ethical and social: rural broadband gaps, data-privacy worries, and trust questions mean educators — your future job — become more valuable as the trusted human guide between farmers and the algorithms.
Sources

Will AI replace Farm & Home Mgmt. Educators?
In part. We think AI will eventually automate a real share of this work, but the human side of this career still matters and points toward real opportunities.
Our 35.0% AI Resilience Score signals genuine exposure. Tools like Penn State's AI assistant "Tilva" already handle routine research questions around the clock [1], and AI can draft pamphlets, translate materials, and generate customized recommendations faster than any person [2]. That kind of task compression will shrink some of the traditional workload. The job market outlook through 2034 is also weak, so new openings will be limited.
What stays human is the trust-building: on-farm visits, 4-H mentoring, community advocacy, and guiding farmers who are skeptical or overwhelmed by new technology. Rural broadband gaps and data-privacy concerns mean farmers will still need a real person to help them navigate algorithms they don't fully trust.
The smarter career move is to treat this role as a launchpad. The Extension Foundation is investing in AI workforce development and credentialing across the entire Cooperative Extension system [3], and the 2026 Farm Bill would fund farmers adopting precision agriculture tools [4], creating demand for educators who understand both agriculture and AI. Skills in community outreach, adult education, and agricultural technology translate well into roles in rural development, ag-tech training, and policy work.
Sources

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Latest AI news for Farm & Home Mgmt. Educators
These articles highlight the evolving role of AI in agriculture and education, emphasizing the importance of adaptability for future Farm and Home Management Educators. For instance, the discussion on AI-powered robots assisting small farms shows how technology can alleviate labor shortages and enhance efficiency. Meanwhile, the analysis of job exposure to AI indicates that while some tasks may be automated, educators can focus on developing skills that complement AI, ensuring they remain valuable in guiding farmers through technological integration. Embracing AI resilience will be key in thriving within this career path.
How AI powered robots are helping small farms fight labor ...
www.facebook.com • 6/20/2026
From labor shortages to environmental impacts, farmers are looking to AI to help revolutionize the agriculture industry.
Farm and home management educators - AI Work Index
aiworkindex.com • 6/20/2026
Tasks 100%. Share of job tasks that overlap with current AI capabilities ; Wage $58K · Median annual wage ; Demand -3%. Projected employment change over 10 years. Read more
Will AI Replace Farm and Home Management Educators?
www.replacedbai.com • 6/20/2026
Mar 28, 2026 — Based on our analysis, Farm and Home Management Educators have a high risk of AI replacement with a score of 70/100. Many routine tasks in this ... Read more

Exclusive: Martha Stewart’s new AI startup wants to manage your home before things break
fortune.com • 5/20/2026
It all started at Easter brunch on her farm, where Stewart met Kyle Rush—her neighbor and an AI engineer—and realized he was describing what...

Microsoft researchers have revealed the 40 jobs most exposed to AI—and even teachers make the list
www.yahoo.com • 1/19/2026
Sorry, Gen Z: AI is coming for safe and secure teaching jobs, as well as grad roles.
More Career Info
Career: Farm and Home Management Educators
They teach people how to improve farming techniques and manage household tasks to make life easier and more efficient.
Parent Careers
Employment & Wage Data
Median Wage
$58,120
Jobs (2024)
12,400
Growth (2024-34)
-2.5%
Annual Openings
1,100
Education
Master's degree
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
Task-Level AI Resilience Scores
AI-generated estimates of task resilience over the next 3 years
1
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.
2
Organize, advise, and participate in community activities and organizations such as county and state fair events and 4-H Clubs.
3
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.
4
Conduct agricultural research, analyze data, and prepare research reports.
5
Conduct field demonstrations of new products, techniques, or services.
6
Set and monitor production targets.
7
Advise farmers and demonstrate techniques in areas such as feeding and health maintenance of livestock, growing and harvesting practices, and financial planning.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.
