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Automation Risk Analysis

Will “Swine Extension Field Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #147 of 702. Estimated risk: 6.1%

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AI Exposure Risk

60%

“Swine Extension Field Specialist” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 60% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

37%

“Swine Extension Field Specialist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 37% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Animal Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research in the genetics, nutrition, reproduction, growth, and development of domestic farm animals.

Avg. Annual Salary $104,970
Avg. Hourly Wage $50.47
Available Jobs (US) 2,470
Job Title & Hierarchy Code (SOC) Animal Scientists #19-1011
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Animal Scientists”

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Core Skills & Abilities

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

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

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

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

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

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

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

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

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

Technologies & Software

  • Llama (Meta)
  • COWGAME
  • Web browser software
  • DAGRIS
  • FEEDLOT CALC
  • ESRI ArcGIS software
  • Oracle HRIS
  • Semantic Scholar AI
  • Perplexity AI
  • Microsoft Word
  • Mistral AI (chat/models)
  • Mistral (Mistral AI)
  • Microsoft Excel
  • Online Mendelian Inheritance in Animals OMIA
  • Email software
  • Consensus
  • Domestic Animal Diversity Information Service DAD-IS
  • Kimi (Moonshot AI)
  • Microsoft Access
  • SAS
  • Gemini for Workspace
  • Cowculator
  • Word processing software
  • Structured query language SQL
  • Nutrition Balance Analyzer NUTBAL
  • VSNi ASReml
  • Grok (xAI)
  • Tableau
  • DeepSeek
  • VSNi GenStat
  • Deoxyribonucleic acid DNA sequence analysis software
  • Microsoft Office software
  • Qwen (Alibaba)
  • Autodesk AutoCAD
  • Database software
  • Scite AI
  • Claude (Anthropic)
  • Nova (Amazon)
  • ChatGPT (OpenAI)
  • NotebookLM (Google)
  • Microsoft PowerPoint
  • Oracle PeopleSoft
  • Gemini (Google)
  • Master Ration Calculator
  • Elicit
  • Best Linear Unbiased Prediction BLUP
  • Hybridization chambers
  • Polymerase chain reaction PCR equipment
  • Ultrasonic water baths
  • Blood collection syringes
  • Laboratory drying ovens
  • Desktop computers
  • Laboratory vacuum pumps
  • Calorimeters
  • Graduated cylinders
  • Electric stunners
  • Animal blood analyzers
  • Microcentrifuges
  • Deoxyribonucleic acid DNA sequencers
  • Freeze dryers
  • Personal computers
  • Calf restraints
  • Animal catching equipment
  • Conductance meters
  • Laminar flow cabinets
  • Laser densitometers
  • Computerized cattle feeders
  • Meat choppers
  • Fraction collectors
  • Automatic carbon dioxide CO2 incubators
  • Laboratory vacuum ovens
  • Dehorners
  • Microscope slides
  • Benchtop centrifuges
  • Analytic balances
  • Gas chromatographs GC
  • Tissue culture incubators
  • Slab dryers
  • Triple beam balances
  • Laboratory fume hoods
  • Hot plate stirrers
  • Graduated beakers
  • Orbital shaking water baths
  • Erlenmeyer flasks
  • Infrared IR spectrometers
  • Fluorescence spectrophotometers
  • Poultry incubators
  • Handheld digital thermometers
  • Homogenizers
  • Ultracentrifuges
  • Circulating water baths
  • Steam autoclaves
  • Optical compound microscopes
  • Artificial insemination kits
  • Volumetric flasks
  • Atomic absorption AA spectrometers
  • Hydrometers
  • Veterinary emasculators
  • Scientific calculators
  • Meat grinders
  • Refrigerated benchtop centrifuges
  • Scanning densitometers
  • Evacuated blood collection tubes
  • Ear punches
  • Animal feeders
  • Balling guns
  • Animal heater lamps
  • Captive bolt stunners
  • Cattle scales
  • Electronic laboratory balances
  • Brooders
  • Fiber digesters
  • Specimen collection containers
  • Laboratory water baths
  • Liquid scintillation counters
  • Oxygen meters
  • Imaging microscopes
  • Petri dishes
  • Livestock scales
  • Bunsen burners
  • Dissecting kits
  • Calf pullers
  • Bomb calorimeters
  • High pressure liquid chromatograph HPLC equipment
  • Glass pipettes
  • Laptop computers
  • Ultraviolet UV visible spectrophotometers
  • Animal feed mixers
  • Microultracentrifuges
  • Cattle squeeze chutes
  • Gel electrophoresis equipment
  • Ultrasound probes