Evolving

Last Update: 2/17/2026

Your role’s AI Resilience Score is

50.2%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium

What does this resilience result mean?

These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.

AI Resilience Report for

Farm and Home Management Educators

They teach people how to improve farming techniques and manage household tasks to make life easier and more efficient.

This role is evolving

This career is labeled as "Evolving" because AI tools are starting to help Farm and Home Management Educators with tasks like drafting advice or analyzing data. While AI can make some parts of the job faster, much of the work still relies on personal interactions, trust, and local knowledge that only humans can provide.

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Learn more about how you can thrive in this position

View analysis
Chat with Coach
Latest news
More career info
Analysis
Chat
News
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This role is evolving

This career is labeled as "Evolving" because AI tools are starting to help Farm and Home Management Educators with tasks like drafting advice or analyzing data. While AI can make some parts of the job faster, much of the work still relies on personal interactions, trust, and local knowledge that only humans can provide.

Read full analysis

Contributing Sources

We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.

AI Resilience

AI Resilience Model v1.0

AI Task Resilience

Learn about this score
Stable iconStable

93.7%

93.7%

Microsoft's Working with AI

AI Applicability

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Changing fast iconChanging fast

1.5%

1.5%

Anthropic's Economic Index

Evolving iconEvolving

61.2%

61.2%

Will Robots Take My Job

Automation Resilience

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Stable iconStable

99.8%

99.8%

Low Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

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Growth Rate (2024-34):

-2.5%

Growth Percentile:

17.2%

Annual Openings:

1,100

Annual Openings Pct:

12.3%

Analysis of Current AI Resilience

Farm & Home Mgmt. Educators

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

Farm and Home Management Educators teach and advise farmers and families on things like crop growing, budgeting, and nutrition [1]. In practice they do many hands-on tasks – for example, making pamphlets, giving field demonstrations, or helping at fairs [2]. AI can help with some of this work.

Chatbot-like language models (for example, GPT tools) can quickly draft simple advice or translate research into easy language for a specific farm area [3]. Smartphone apps and analysis software can also aid in diagnosing crop problems from pictures or weather data. But most core work still needs a person.

Organizing a 4-H club meeting or making a farm visit requires trust, local knowledge, and empathy that software lacks [2]. Indeed, U.S. job data show only about 22% of this occupation’s tasks are automated [2]. In summary, AI today mostly augments these educators – it can speed up research or writing, but it doesn’t replace the personal coaching and community work they do [3] [2].

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AI Adoption

AI in the real world

Many AI tools are already available (for instance, ChatGPT or mobile farm apps), so the technology is on hand. Since extension agents earn roughly \$52,700 a year on average [1], using AI to automate routine parts could save time or money if it works well. However, real-world adoption may be gradual.

Extension services often have tight budgets and some target rural areas with poor internet, so new tools must be low-cost and easy to use. Importantly, farmers tend to trust advice from real people they know, so any AI advice needs careful oversight. Experts recommend rolling out AI in farming “with human experts in the loop” to check accuracy [3].

In short, AI may be adopted quickly for well-defined tasks (like data analysis or draft-writing), but its use for sensitive advice or community events will depend on building trust and proving clear benefits in the field [3] [1].

Sources

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More Career Info

Career: Farm and Home Management Educators

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

85% ResilienceSupplemental

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.

2

80% ResilienceCore Task

Schedule and make regular visits to farmers.

3

75% ResilienceCore Task

Organize, advise, and participate in community activities and organizations such as county and state fair events and 4-H Clubs.

4

70% ResilienceCore Task

Collaborate with producers to diagnose and prevent management and production problems.

5

65% ResilienceCore Task

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.

6

60% ResilienceCore Task

Advise farmers and demonstrate techniques in areas such as feeding and health maintenance of livestock, growing and harvesting practices, and financial planning.

7

60% ResilienceSupplemental

Set and monitor production targets.

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.

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