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How an animal scientist can use AI, task by task

O*NET 19-1011.00: Animal ScientistsMedian pay $68,940/year (BLS, May 2025)9 tasksJob Zone 5: Extensive preparation

Conduct research in the genetics, nutrition, reproduction, growth, and development of domestic farm animals.

Type your own title and every prompt on this page updates to match. Also called: Animal Nutrition Consultant, Animal Nutritionist, Animal Scientist, Beef Cattle Nutritionist, Beef Cattle Specialist, Companion Animal Nutritionist, Dairy Nutrition Consultant, Dairy Research Nutritionist, Research Scientist, Scientist.

Where AI fits in this job

AI-ready 12%AI-assist 84%Stays human 4%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 1 AI-ready, 7 AI-assist and 1 human-led tasks out of 9. This measures where AI can help, not whether the job will disappear.

Information & paperwork
Thinking & planning
People & communication
Leading & teaching
Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

  1. Crossbreed animals with existing strains or cross strains to obtain new combinations of desirable characteristics.Hands-on work · Monthly

AI can draft these 1

AI produces a usable first pass. You review it, fix it and own it.

Write up or orally communicate research findings to the scientific community, producers, and the public.

Weekly

AI turns complex material into plain-language handouts.

Show prompt & steps

AI is great at turning complicated material into plain-language guides, handouts, FAQs and how-tos for a specific audience. You check it's accurate.

Ready-to-use prompt

I work as an animal scientist. Part of my job is to write up or orally communicate research findings to the scientific community, producers, and the public.

Context: We use SAS and Deoxyribonucleic acid DNA sequence analysis software; the work draws on biology, food production and chemistry.
Topic: [status, results, fixes]
Audience: [customers, staff]
Notes: [paste]

Draft slides outline and speaker notes. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Technical presentation

Step 1Pick a real example: the next time you write up or orally communicate research findings (this week).
Step 2Fill in [Topic], [Audience] and [Notes] with the real details, then run the prompt.
Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 4.4/5 · core task · O*NET work activity: Prepare scientific or technical reports or presentations..

AI can help you prep these 7

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Study nutritional requirements of animals and nutritive values of animal feed materials.

Weekly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as an animal scientist. Part of my job is to study nutritional requirements of animals and nutritive values of animal feed materials.

Context: We use SAS and Deoxyribonucleic acid DNA sequence analysis software; the work draws on biology, food production and chemistry.
Question: [nutrition, housing, breeding, health]
Animals and setting: [species, system]

Summarize current evidence, trial designs to test it, measures, and key references. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Livestock management research

Step 1Pick a real example: the next time you study nutritional requirements of animals and nutritive values (this week).
Step 2Fill in [Question] and [Animals and setting] with the real details, then run the prompt.
Step 3Check two references it gives in a real database.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 4.6/5 · core task · O*NET work activity: Research livestock management methods..

Study effects of management practices, processing methods, feed, or environmental conditions on quality and quantity of animal products, such as eggs and milk.

Weekly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as an animal scientist. Part of my job is to study effects of management practices, processing methods, feed, or environmental conditions on quality and quantity of animal products, such as eggs and milk.

Context: We use SAS and Deoxyribonucleic acid DNA sequence analysis software; the work draws on biology, food production and chemistry.
Question: [nutrition, housing, breeding, health]
Animals and setting: [species, system]

Summarize current evidence, trial designs to test it, measures, and key references. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Livestock management research

Step 1Pick a real example: the next time you study effects of management practices (this week).
Step 2Fill in [Question] and [Animals and setting] with the real details, then run the prompt.
Step 3Check two references it gives in a real database.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 4.3/5 · core task · O*NET work activity: Research livestock management methods..

Advise producers about improved products and techniques that could enhance their animal production efforts.

Weekly

AI helps you prepare clearer wording and likely questions.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 41% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as an animal scientist. Part of my job is to advise producers about improved products and techniques that could enhance their animal production efforts.

Context: We use Domestic Animal Diversity Information Service DAD-IS; the work draws on biology, food production and chemistry.
Area: [products, services]
Audience: [producers, providers]

Write practical suggestions. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Improvement advice

Step 1Pick a real example: the next time you advise producers about improved products and techniques (this week).
Step 2Fill in [Area] and [Audience] with the real details, then run the prompt.
Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 4.4/5 · core task · O*NET work activity: Advise others on ways to improve processes or products.. Also involves: Advise others on business or operational matters..

Develop improved practices in feeding, housing, sanitation, or parasite and disease control of animals.

Weekly

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as an animal scientist. Part of my job is to develop improved practices in feeding, housing, sanitation, or parasite and disease control of animals.

Context: We use Oracle PeopleSoft and Microsoft Excel; the work draws on biology, food production and chemistry.
Area: [feeding, housing, hatching, disease control]
Goals: [growth, health]

Plan practice changes and how to measure results. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Improved farm practice

Step 1Pick a real example: the next time you develop improved practices (this week).
Step 2Fill in [Area] and [Goals] with the real details, then run the prompt.
Step 3Trial with one group before rolling out.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.4/5 · core task · O*NET work activity: Develop agricultural methods..

Conduct research concerning animal nutrition, breeding, or management to improve products or processes.

Weekly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as an animal scientist. Part of my job is to conduct research concerning animal nutrition, breeding, or management to improve products or processes.

Context: We use Nutrition Balance Analyzer NUTBAL and SAS; the work draws on biology, food production and chemistry.
Question: [nutrition, housing, breeding, health]
Animals and setting: [species, system]

Summarize current evidence, trial designs to test it, measures, and key references. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Livestock management research

Step 1Pick a real example: the next time you conduct research concerning animal nutrition (this week).
Step 2Fill in [Question] and [Animals and setting] with the real details, then run the prompt.
Step 3Check two references it gives in a real database.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 4.3/5 · core task · O*NET work activity: Research livestock management methods..

Research and control animal selection and breeding practices to increase production efficiency and improve animal quality.

Monthly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as an animal scientist. Part of my job is to research and control animal selection and breeding practices to increase production efficiency and improve animal quality.

Context: We use SAS and Deoxyribonucleic acid DNA sequence analysis software; the work draws on biology, food production and chemistry.
Question: [nutrition, housing, breeding, health]
Animals and setting: [species, system]

Summarize current evidence, trial designs to test it, measures, and key references. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Livestock management research

Step 1Pick a real example: the next time you research and control animal selection and breeding practices.
Step 2Fill in [Question] and [Animals and setting] with the real details, then run the prompt.
Step 3Check two references it gives in a real database.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.7/5 · core task · O*NET work activity: Research livestock management methods..

Determine genetic composition of animal populations and heritability of traits, using principles of genetics.

A few times a year

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as an animal scientist. Part of my job is to determine genetic composition of animal populations and heritability of traits, using principles of genetics.

Context: We use SAS and Deoxyribonucleic acid DNA sequence analysis software; the work draws on biology, food production and chemistry.
Question: [trait, gene, expression]
Organism and data: [species, samples, sequencing]

Outline the experimental design, analysis methods, controls, and key literature. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Genetics study design

Step 1Pick a real example: the next time you determine genetic composition of animal populations and heritability.
Step 2Fill in [Question] and [Organism and data] with the real details, then run the prompt.
Step 3Check the methods against two recent papers.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.2/5 · O*NET work activity: Research genetic characteristics or expression..

These stay human 1

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Face-to-face discussions: once a week or more but not every day · Contact with others: contact with others most of the time · Impact of decisions: important results · Frequency of decisions: once a week or more but not every day

Crossbreed animals with existing strains or cross strains to obtain new combinations of desirable characteristics.

Monthly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an animal scientist. Part of my job is to crossbreed animals with existing strains or cross strains to obtain new combinations of desirable characteristics.

Context: The work draws on biology, food production and chemistry.
Animals: [species]
Goals: [traits]

List selection criteria and records to keep. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Breeding plan

Step 1Pick a real example: the next time you crossbreed animals.
Step 2Fill in [Animals] and [Goals] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 2.9/5 · O*NET work activity: Perform animal breeding procedures..

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Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

  • Reading Comprehensionimportance 4.1/5
    Used in: Getting Information
  • Critical Thinkingimportance 4.0/5
    Used in: Getting Information
  • Active Listeningimportance 3.9/5
    Used in: Getting Information
  • Writingimportance 4.0/5
    Used in: Providing Consultation and Advice to Others

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

  • Soil and Plant Scientists8% human-led · Same preparation · $78,850/yr · usually master's degreeSkills to build: Operations Analysis, Science, Learning Strategies
  • Veterinarians84% human-led · Same preparation · $130,100/yr · usually doctoral degreeSkills to build: Social Perceptiveness, Service Orientation
  • Biologists22% human-led · Same preparation · $98,920/yr · usually master's degreeSkills to build: Programming, Science, Active Learning
  • Agricultural Sciences Teachers, Postsecondary32% human-led · Same preparation · $98,700/yr · usually doctoral degreeSkills to build: Instructing, Learning Strategies, Speaking

Getting into this job

Doctoral degree is most common (43% of workers)

  • Certificate or some college 4%
  • Associate's 4%
  • Bachelor's 13%
  • Graduate degree 78%
  • On-the-job training: 3–6 months
  • Related experience: 2–4 years

What workers in this job report, from O*NET surveys (typical values).

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

Autodesk AutoCADESRI ArcGIS softwareMicrosoft AccessMicrosoft ExcelMicrosoft Office softwareMicrosoft PowerPointMicrosoft WordOracle PeopleSoftSASStructured query language SQLTableau