Evolving

Last Update: 3/13/2026

Your role’s AI Resilience Score is

68.7%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
High

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

Farmers, Ranchers, and Other Agricultural Managers

They grow crops and raise animals by planning, planting, and taking care of farms or ranches to produce food and other products.

This role is evolving

The career of Farmers, Ranchers, and Other Agricultural Managers is labeled as "Evolving" because AI is increasingly being used to help with tasks like monitoring crops and animals, managing irrigation, and spotting diseases. While these technologies can make farming more efficient, they require farmers to learn new skills to use them effectively.

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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

The career of Farmers, Ranchers, and Other Agricultural Managers is labeled as "Evolving" because AI is increasingly being used to help with tasks like monitoring crops and animals, managing irrigation, and spotting diseases. While these technologies can make farming more efficient, they require farmers to learn new skills to use them effectively.

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
Evolving iconEvolving

48.0%

48.0%

Microsoft's Working with AI

AI Applicability

Learn about this score
Stable iconStable

71.7%

71.7%

Will Robots Take My Job

Automation Resilience

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Stable iconStable

70.9%

70.9%

Althoff & Reichardt

Economic Growth

Learn about this score
Stable iconStable

84.5%

84.5%

Medium 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):

-1.3%

Growth Percentile:

20.8%

Annual Openings:

85,500

Annual Openings Pct:

87.5%

Analysis of Current AI Resilience

Agricultural Managers

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

Farming is seeing more “smart” machines, but people still lead most work. For example, robots now patrol fields to spot sick plants and even remove infected bulbs automatically [1]. Some farms use AI-powered “laser weeders” that scan for weeds and zap them with lasers [2].

Modern tractors with sensors can map a vineyard and send data to farmers to guide planting and watering [1]. Experts also note AI systems monitoring animal health, predicting crop disease, and automating feeding or fertilizer schedules [3]. These tools help with routine monitoring and data.

But other farm manager tasks still rely on people: hiring and training workers, filling legal reports, or choosing sales markets remain mostly human jobs. AI might give advice or do data-entry, but farmers make the big decisions. In short, machines are starting to handle things like scanning plants, irrigation control, or animal monitoring, while people still do the problem-solving, training, and paperwork [1] [2].

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AI Adoption

AI in the real world

Adoption of AI on farms varies. Many emerging tools are expensive and need special training, so big or well-funded farms are most likely to try them. For example, a Dutch tulip farmer paid about €185,000 (roughly $200,000) for a robot to find diseased flowers because “there are less and less people who can really see the sick tulips” [1].

At the same time, farmers who use AI say it’s a helper, not a boss. One grower with an AI tractor said it will “allow you to work more smartly… and make better decisions under less fatigue,” but it won’t “completely replace the human element” of farming [1]. High costs, need for new skills, and trust issues slow down AI use.

Still, as farming faces worker shortages and climate challenges, many see AI as a useful tool. In the end, AI can boost efficiency and safety, but farmers’ knowledge and hands-on experience remain crucial [3] [1].

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More Career Info

Career: Farmers, Ranchers, and Other Agricultural Managers

Employment & Wage Data

Median Wage

$87,980

Jobs (2024)

836,100

Growth (2024-34)

-1.3%

Annual Openings

85,500

Education

High school diploma or equivalent

Experience

5 years or more

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

80% ResilienceCore Task

Select and purchase seeds, plant nutrients, disease control chemicals, and garden and lawn care equipment.

2

80% ResilienceSupplemental

Negotiate contracts such as those for land leases or tree purchases.

3

75% ResilienceCore Task

Identify plants as well as problems such as diseases, weeds, and insect pests.

4

75% ResilienceCore Task

Evaluate marketing or sales alternatives for farm or ranch products.

5

75% ResilienceSupplemental

Monitor pasture or grazing land use to ensure that livestock are properly fed or that conservation methods, such as rotational grazing, are used.

6

70% ResilienceCore Task

Supervise and train aquaculture and fish hatchery support workers.

7

70% ResilienceCore Task

Apply pesticides and fertilizers to plants.

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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