Evolving

Last Update: 2/17/2026

Your role’s AI Resilience Score is

54.1%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Low-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

First-Line Supervisors of Farming, Fishing, and Forestry Workers

They oversee workers in farming, fishing, and forestry, making sure tasks are done safely and efficiently while managing schedules and equipment.

This role is evolving

This career is labeled as "Evolving" because technology is reshaping how farm supervisors work. AI and automation are taking over routine tasks like tracking hours and managing supplies, allowing supervisors to focus more on important decisions and overseeing advanced machinery.

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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 technology is reshaping how farm supervisors work. AI and automation are taking over routine tasks like tracking hours and managing supplies, allowing supervisors to focus more on important decisions and overseeing advanced machinery.

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

31.7%

31.7%

Microsoft's Working with AI

AI Applicability

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Stable iconStable

80.2%

80.2%

Will Robots Take My Job

Automation Resilience

Learn about this score
Evolving iconEvolving

60.1%

60.1%

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):

2.5%

Growth Percentile:

46.4%

Annual Openings:

8,500

Annual Openings Pct:

49.6%

Analysis of Current AI Resilience

Farming Supervisors

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

Farm supervisors’ administrative tasks (like logging worker hours or ordering supplies) are increasingly handled by software. Many farms use digital management systems and GPS-guided machinery. For example, auto-steer tractors now cover over half of major row-crop acres [1], and AI-enabled sprayers can cut herbicide use by ~80% [2].

Smartphone apps and drones already scan fields for pests or weeds [3] [4]. These tools crunch data and do routine work, letting people focus on higher-level decisions.

In contrast, human-centric tasks seem far from automation. We found no widespread AI systems to euthanize animals or to train and assign workers on farms – these jobs still need human judgment and care. In fact, surveys show only a few farms use fully autonomous robots today (less than 5% use “next-generation” equipment [2]).

When machines do work (like harvesting), a person typically oversees the fleet. As McKinsey notes, automation usually shifts supervisors into “fleet manager” roles, so one worker might run several self-driving tractors rather than drive each one [2]. In short, AI and automation help with data and hard physical tasks, but tasks requiring empathy, teaching, or safety checks remain done by people.

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AI Adoption

AI in the real world

Adopting AI on farms has strong push-pull forces. On the push side, labor is expensive and hard to get. U.S. farmers report that a huge share of costs goes to workers (one grower says “half of every dollar” [3]), and farm wages have been rising more quickly in recent years [2].

Automation promises big savings: for example, precision robots can substantially cut chemical and labor costs [2] [2]. Growing food safely for a bigger population also creates urgency (experts warn we may need ~70% more food by 2050) [4]. In fact, surveys find most agribusiness leaders are already using AI tools (about 87% used some form of AI by 2021 [5]), and governments fund research on farm AI and precision agriculture [4].

On the pull (barrier) side, many farms move slowly. New equipment can be very costly, especially for small or family farms. Only about 1-in-5 U.S. farmers uses digital farm-management software now [2].

Farmers – often older and tight-margined – may hesitate without clear payoff. Also, some tasks (like caring for live animals or emergency culling) raise safety and ethical issues that make full automation tricky. In general, the social and regulatory comfort with robots on a farm grows gradually.

In short, technology is advancing and many see its benefits for cutting costs and helping with labor shortages. At the same time, human skills remain central: people must program, monitor, and guide these systems. For young people entering farming, the good news is that tech and human expertise will work together – learning to use AI tools may make one an even more valuable farm supervisor.

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More Career Info

Career: First-Line Supervisors of Farming, Fishing, and Forestry Workers

Employment & Wage Data

Median Wage

$59,330

Jobs (2024)

65,400

Growth (2024-34)

+2.5%

Annual Openings

8,500

Education

High school diploma or equivalent

Experience

Less than 5 years

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

Issue equipment, such as farm implements, machinery, ladders, or containers to workers, and collect equipment when work is complete.

2

80% ResilienceCore Task

Assign tasks such as feeding and treatment of animals, and cleaning and maintenance of animal quarters.

3

80% ResilienceCore Task

Prepare reports concerning facility activities, employees' time records, and animal treatment.

4

80% ResilienceCore Task

Train workers in spawning, rearing, cultivating, and harvesting methods, and in the use of equipment.

5

75% ResilienceCore Task

Train workers in tree felling or bucking, operation of tractors or loading machines, yarding or loading techniques, or safety regulations.

6

75% ResilienceCore Task

Observe workers to detect inefficient or unsafe work procedures or to identify problems, initiating corrective action as necessary.

7

75% ResilienceCore Task

Drive or operate farm machinery, such as trucks, tractors, or self-propelled harvesters, to transport workers or supplies or to cultivate or harvest fields.

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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