Evolving

Last Update: 2/17/2026

Your role’s AI Resilience Score is

42.1%

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

Animal Breeders

They help improve animal breeds by selecting parents with desired traits and managing the breeding process to produce healthy, high-quality offspring.

This role is evolving

The career of animal breeding is labeled as "Evolving" because AI technology is gradually being integrated into many aspects of farm operations, such as automated feeding and health monitoring. While these tools can make certain tasks more efficient and save time, human skills are still crucial for tasks that require judgment, like caring for injured animals and interpreting genetic data.

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Learn more about how you can thrive in this position

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Chat with Coach
Latest news
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Analysis
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This role is evolving

The career of animal breeding is labeled as "Evolving" because AI technology is gradually being integrated into many aspects of farm operations, such as automated feeding and health monitoring. While these tools can make certain tasks more efficient and save time, human skills are still crucial for tasks that require judgment, like caring for injured animals and interpreting genetic data.

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

68.8%

68.8%

Microsoft's Working with AI

AI Applicability

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Evolving iconEvolving

40.6%

40.6%

Will Robots Take My Job

Automation Resilience

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Evolving iconEvolving

36.0%

36.0%

Low 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):

2.4%

Growth Percentile:

45.4%

Annual Openings:

1,200

Annual Openings Pct:

14.1%

Analysis of Current AI Resilience

Animal Breeders

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

AI and robots are helping with some breeder tasks, but humans are still very important. For example, many modern farms use automated feeders, computer-controlled drinkers, and sensors that adjust feeding schedules and monitor growth [1] [1]. There are even experimental robots that walk around barns spraying disinfectants to keep pens clean [2].

These tools can save time and reduce disease, but they handle only routine work. In contrast, tasks like showing animals at fairs or caring for an injured pet are not automated – they need human handling and judgment. Breeders often use genetic-testing software and AI to help pick the best mating pairs (using data on traits and family history) [2] [3].

This “smart breeding” tech boosts accuracy, but experts still interpret the results. Likewise, machines can alert us to sick animals, but treating an animal’s injury or deciding new habitat designs usually require a person’s touch. In short, AI and robotics can assist with feeding, cleaning, and health monitoring on farms [1] [1], but many core animal-care tasks remain hands-on and human-led.

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AI Adoption

AI in the real world

AI will be adopted more slowly or quickly depending on costs, benefits, and farm size. The machines that exist – like automated feeders or health-monitoring cameras – often cost tens or hundreds of thousands of dollars [4] [1]. Large commercial farms with many animals can justify these costs (and sometimes use leasing programs to help pay over time [4]).

Smaller breeders may delay buying expensive robots. On the plus side, AI can improve efficiency: studies show smart systems can cut waste and even halve manual labor needs in some farm tasks [1] [4]. And during labor shortages or high wages, farms have strong incentives to use machines [5] [4].

However, experts note many AI tools are still experimental or need better accuracy and lower cost before everyday use [2]. Social comfort and ethics also matter: farmers often prefer human judgment when caring for animals, and regulators closely watch health-related tech. Overall, while AI can boost farm work, animal breeding still offers many roles where human care, judgment, and creativity remain essential [2] [2].

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More Career Info

Career: Animal Breeders

Employment & Wage Data

Median Wage

$52,000

Jobs (2024)

7,900

Growth (2024-34)

+2.4%

Annual Openings

1,200

Education

High school diploma or equivalent

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

80% ResilienceCore Task

Build hutches, pens, and fenced yards.

2

75% ResilienceCore Task

Treat minor injuries and ailments and contact veterinarians to obtain treatment for animals with serious illnesses or injuries.

3

70% ResilienceCore Task

Select animals to be bred, and semen specimens to be used, according to knowledge of animals, genealogies, traits, and desired offspring characteristics.

4

70% ResilienceSupplemental

Perform procedures such as animal dehorning or castration.

5

65% ResilienceCore Task

Clip or shear hair on animals.

6

60% ResilienceCore Task

Observe animals in heat to detect approach of estrus and exercise animals to induce or hasten estrus, if necessary.

7

60% ResilienceSupplemental

Package and label semen to be used for artificial insemination, recording information such as the date, source, quality, and concentration.

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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