Last Update: 3/13/2026
Your role’s AI Resilience Score is
Median Score
Changing Fast
Evolving
Stable
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.
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
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.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
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 analysisContributing 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
CareerVillage's proprietary model that estimates how resilient each occupation's tasks are to AI automation and augmentation
Microsoft's Working with AI
AI Applicability
Measures how applicable AI tools (like Bing Copilot) are to each occupation based on real usage patterns
Will Robots Take My Job
Automation Resilience
Estimates the probability of automation for each occupation based on research from Oxford University and other academic sources
Althoff & Reichardt
Economic Growth
Measured as "Wage bill" which is a long term projection for average wage × employment. It's the total labor income flowing to an occupation
Medium Demand
We use BLS employment projections to complement the AI-focused assessments from other sources.
Learn about this scoreGrowth Rate (2024-34):
Growth Percentile:
Annual Openings:
Annual Openings Pct:
Analysis of Current AI Resilience
Agricultural Managers
Updated Quarterly • Last Update: 2/17/2026

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].

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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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
AI-generated estimates of task resilience over the next 3 years
Select and purchase seeds, plant nutrients, disease control chemicals, and garden and lawn care equipment.
Negotiate contracts such as those for land leases or tree purchases.
Identify plants as well as problems such as diseases, weeds, and insect pests.
Evaluate marketing or sales alternatives for farm or ranch products.
Monitor pasture or grazing land use to ensure that livestock are properly fed or that conservation methods, such as rotational grazing, are used.
Supervise and train aquaculture and fish hatchery support workers.
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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