Evolving

Last Update: 2/17/2026

Your role’s AI Resilience Score is

47.7%

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

Farmworkers and Laborers, Crop, Nursery, and Greenhouse

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 farm work is done, with tasks like weeding and harvesting being assisted by robots and smart machines. While some routine jobs might be handled by technology, humans are still needed for tasks that require care and judgment, such as picking delicate fruits or fixing machines.

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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
More

This role is evolving

This career is labeled as "Evolving" because AI and technology are starting to change how farm work is done, with tasks like weeding and harvesting being assisted by robots and smart machines. While some routine jobs might be handled by technology, humans are still needed for tasks that require care and judgment, such as picking delicate fruits or fixing machines.

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

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Stable iconStable

91.5%

91.5%

Anthropic's Economic Index

Changing fast iconChanging fast

8.7%

8.7%

Will Robots Take My Job

Automation Resilience

Learn about this score
Evolving iconEvolving

31.3%

31.3%

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):

-3.3%

Growth Percentile:

15.0%

Annual Openings:

71,700

Annual Openings Pct:

85.2%

Analysis of Current AI Resilience

Farmworkers and Laborers

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

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].

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AI Adoption

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].

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More Career Info

Career: Farmworkers and Laborers, Crop, Nursery, and Greenhouse

Employment & Wage Data

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

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

95% ResilienceSupplemental

Record information about plants and plant growth.

2

90% ResilienceCore Task

Clean work areas, and maintain grounds and landscaping.

3

90% ResilienceCore Task

Harvest fruits and vegetables by hand.

4

90% ResilienceSupplemental

Fill growing tanks with water.

5

90% ResilienceSupplemental

Fold and staple corrugated forms to make boxes used for packing horticultural products.

6

90% ResilienceSupplemental

Participate in the inspection, grading, sorting, storage, and post-harvest treatment of crops.

7

85% ResilienceCore Task

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.

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