Animal Scientists
Conduct research in the genetics, nutrition, reproduction, growth, and development of domestic farm animals.
AI Impact Summary
Animal Scientists faces moderate AI displacement risk with a score of 30/100. This occupation has higher AI displacement risk than 38% of all analyzed occupations. Of 9 analyzed tasks, 0 are highly automatable. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Animal Scientists skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Creative Writing Specialization
by Wesleyan University
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
9 tasks analyzed
Study nutritional requirements of animals and nutritive values of animal feed materials.
Advise producers about improved products and techniques that could enhance their animal production efforts.
Develop improved practices in feeding, housing, sanitation, or parasite and disease control of animals.
Write up or orally communicate research findings to the scientific community, producers, and the public.
Study effects of management practices, processing methods, feed, or environmental conditions on quality and quantity of animal products, such as eggs and milk.
Conduct research concerning animal nutrition, breeding, or management to improve products or processes.
Research and control animal selection and breeding practices to increase production efficiency and improve animal quality.
Determine genetic composition of animal populations and heritability of traits, using principles of genetics.
Crossbreed animals with existing strains or cross strains to obtain new combinations of desirable characteristics.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Study nutritional requirements of animals and nutritive values of animal feed materials. | 60.8Observed | 51.3% | 15% | |
| Advise producers about improved products and techniques that could enhance their animal production efforts. | 67Observed | 41.8% | 12% | |
| Develop improved practices in feeding, housing, sanitation, or parasite and disease control of animals. | 40Estimated | 43.0% | 15% | |
| Write up or orally communicate research findings to the scientific community, producers, and the public. | 60Estimated | 39.0% | 12% | |
| Study effects of management practices, processing methods, feed, or environmental conditions on quality and quantity of animal products, such as eggs and milk. | 50Estimated | 47.0% | 12% | |
| Conduct research concerning animal nutrition, breeding, or management to improve products or processes. | 50Estimated | 47.0% | 12% | |
| Research and control animal selection and breeding practices to increase production efficiency and improve animal quality. | 70Estimated | 55.0% | 8% | |
| Determine genetic composition of animal populations and heritability of traits, using principles of genetics. | 59.72Observed | 50.9% | 8% | |
| Crossbreed animals with existing strains or cross strains to obtain new combinations of desirable characteristics. | 10Estimated | 13.0% | 6% |
Protective Factors
Total protective discount: 32.8%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$79,120
per year
Mean Wage
$104,970
per year
Employment
2K
workers
Wage Range
$48,440 - $235,750
10th - 90th pct
Wage Distribution
Explore other career paths
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Alternate Career Paths
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Higher risk than 31% of other occupations
Farm and Home Management Advisors
29%Median salary: $58,120
Higher risk than 33% of other occupations
Microbiologists
29%Median salary: $87,330
Higher risk than 34% of other occupations
Geneticists
30%Median salary: $93,330
Higher risk than 41% of other occupations
Agricultural Sciences Teachers, Postsecondary
32%Median salary: $86,350
Higher risk than 48% of other occupations
Soil and Water Conservationists
32%Median salary: $67,950
Higher risk than 50% of other occupations
Environmental Science Teachers, Postsecondary
32%Median salary: $87,710
Higher risk than 52% of other occupations
Forestry and Conservation Science Teachers, Postsecondary
32%Median salary: $100,830
Higher risk than 53% of other occupations
Food Scientists and Technologists
37%Median salary: $85,310
Higher risk than 72% of other occupations
Logging Equipment Operators
20%Higher risk than 7% of other occupations
Fallers
24%Higher risk than 17% of other occupations
Log Graders and Scalers
46%Higher risk than 93% of other occupations
Agricultural Workers, All Other
Logging Workers, All Other
Carpenters
Recommendations
Skills to Develop
These skills are at risk from AI automation. Animal Scientists professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Instructing
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Systems Analysis
Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 3 scoring runs
overall change