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 plant, grow, and harvest crops, flowers, and plants, ensuring they are healthy and ready for sale or distribution.
This role is evolving
This career is labeled as "Evolving" because AI and technology are starting to change how some farm tasks are done. Robots and AI-driven machines can now help with things like weeding and harvesting, but many delicate tasks, like picking berries by hand, still need human care and judgment.
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
This career is labeled as "Evolving" because AI and technology are starting to change how some farm tasks are done. Robots and AI-driven machines can now help with things like weeding and harvesting, but many delicate tasks, like picking berries by hand, still need human care and judgment.
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
Anthropic's Observed Exposure
AI Resilience
Based on observed patterns of how Claude is being used across occupational tasks in real conversations
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
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
Farmworkers and Laborers
Updated Quarterly • Last Update: 2/17/2026

What's changing and what's not
Some farm tasks are getting high-tech help, though people still do a lot. For example, many large tractors and sprayers today use GPS autosteering so they can plow or fertilize fields with little input from the driver [1] [2]. Sensors and AI cameras can even scan fields for weeds and pests; one study notes sprayers that use computer vision can target just the weeds, cutting herbicide use by about 80% [2] [3].
Researchers are working on robots that pick fruits and vegetables – for instance, a team is training a robotic arm to harvest produce [3] – and startups like Padma AgRobotics are building machines to pull weeds and even pick herbs like cilantro [4]. Greenhouses often use computers to control water, light and humidity. In fact, studies show AI-driven irrigation and fertilizer systems can boost yields and profits while using less water and chemicals [5].
Still, many delicate or irregular tasks are mostly done by hand: things like hand-picking berries or fixing a broken machine are hard for robots, so they usually need a person’s care and judgment [6] [3].

AI in the real world
Big farms and orchards are starting to try these tools, but uptake varies. In one survey, about 70% of specialty growers had invested in farm robots (mostly for weeding and harvesting assistance) [1]. However, a McKinsey/WEF report notes that only a few percent of farms today use fully self-driving tractors or harvesters [2] [7].
New machines often cost a lot upfront, so small farms can be cautious. At the same time, rising farm wages and labor shortages are pushing many farmers to consider automation [2] [6]. For example, automated steering and robotic tractors can let one person oversee several machines at once [2], saving on labor.
But farmers proceed carefully: they want to be sure robots really work well in rough fields [6]. Farmworkers also have worries – some fear losing work or even having cameras used to watch them closely [6]. Overall, experts say machines will handle more routine field chores, but people will still be needed for the rest.
Humans will run, maintain and repair robots, make planting and care decisions, and do the gentle work that machines can’t. In short, skills like observing plant health, solving problems, and caring for plants or animals will stay important even as some jobs change [2] [6].

Help us improve this report.
Tell us if this analysis feels accurate or we missed something.
Share your feedback
Navigate your career with COACH, your free AI Career Coach. Research-backed, designed with career experts.
Median Wage
$35,690
Jobs (2024)
504,800
Growth (2024-34)
-3.3%
Annual Openings
71,700
Education
No formal educational credential
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Record information about plants and plant growth.
Clean work areas, and maintain grounds and landscaping.
Harvest fruits and vegetables by hand.
Fill growing tanks with water.
Fold and staple corrugated forms to make boxes used for packing horticultural products.
Participate in the inspection, grading, sorting, storage, and post-harvest treatment of crops.
Feel plants' leaves and note their coloring to detect the presence of insects or disease.
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.

© 2026 CareerVillage.org. All rights reserved.
The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.
Built with ❤️ by Sandbox Web
The AI Resilience Report is governed by CareerVillage.org’s Privacy Policy and Terms of Service. This site is not affiliated with Anthropic, Microsoft, or any other data provider and doesn't necessarily represent their viewpoints. This site is being actively updated, and may sometimes contain errors or require improvement in wording or data. To report an error or request a change, please contact air@careervillage.org.