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Automation Risk Analysis

Will “Fish Culturist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #240 of 702. Estimated risk: 30.0%

Directly assessed by researchers as unlikely to be automatable
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AI Exposure Risk

51%

“Fish Culturist” 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 51% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

41%

“Fish Culturist” 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 41% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Zoologists and Wildlife Biologists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Study the origins, behavior, diseases, genetics, and life processes of animals and wildlife. May specialize in wildlife research and management. May collect and analyze biological data to determine the environmental effects of present and potential use of land and water habitats.

Avg. Annual Salary $77,920
Avg. Hourly Wage $37.46
Available Jobs (US) 16,920
Job Title & Hierarchy Code (SOC) Zoologists and Wildlife Biologists #19-1023
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Zoologists and Wildlife Biologists”

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Related Occupations & Automation Risk

Economists

AI Risk 63%
Robot Risk 15%

Biochemists and Biophysicists

AI Risk 62%
Robot Risk 47%

Industrial Ecologists

AI Risk 61%
Robot Risk 23%

Geographers

AI Risk 61%
Robot Risk 28%

Environmental Economists

AI Risk 61%
Robot Risk 18%

Atmospheric and Space Scientists

AI Risk 61%
Robot Risk 28%

Core Skills & Abilities

  • Organize and conduct experimental studies with live animals in controlled or natural surroundings.

  • Conduct literature reviews.

  • Inform and respond to public regarding wildlife and conservation issues, such as plant identification, hunting ordinances, and nuisance wildlife.

  • Disseminate information by writing reports and scientific papers or journal articles, and by making presentations and giving talks for schools, clubs, interest groups and park interpretive programs.

  • Check for, and ensure compliance with, environmental laws, and notify law enforcement when violations are identified.

  • Inventory or estimate plant and wildlife populations.

  • Study animals in their natural habitats, assessing effects of environment and industry on animals, interpreting findings and recommending alternative operating conditions for industry.

  • Perform administrative duties, such as fundraising, public relations, budgeting, and supervision of zoo staff.

  • Collect and dissect animal specimens and examine specimens under microscope.

  • Study characteristics of animals, such as origin, interrelationships, classification, life histories, diseases, development, genetics, and distribution.

  • Develop, or make recommendations on, management systems and plans for wildlife populations and habitat, consulting with stakeholders and the public at large to explore options.

  • Analyze characteristics of animals to identify and classify them.

  • Prepare collections of preserved specimens or microscopic slides for species identification and study of development or disease.

  • Coordinate preventive programs to control the outbreak of wildlife diseases.

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  • DeepSeek
  • ESRI ArcView
  • Mistral AI (chat/models)
  • Mistral (Mistral AI)
  • Statistical software
  • Corel WordPerfect Office Suite
  • Salesforce software
  • Microsoft Active Server Pages ASP
  • Geographic information system GIS systems
  • ChatGPT (OpenAI)
  • Microsoft PowerPoint
  • Scite AI
  • Global positioning system GPS software
  • Microsoft Office software
  • Geographic information system GIS software
  • SAS
  • Claude (Anthropic)
  • Microsoft Word
  • Perplexity AI
  • Llama (Meta)
  • Kimi (Moonshot AI)
  • Microsoft Excel
  • Gemini (Google)
  • Word processing software
  • Qwen (Alibaba)
  • Database management software
  • Microsoft Project
  • Consensus
  • Microsoft Access
  • Elicit
  • ESRI ArcGIS software
  • Python
  • Field thermometers
  • Monopan balances
  • Steam autoclaves
  • Canoes
  • Self-contained underwater breathing apparatus SCUBA equipment
  • Binoculars
  • Egg candlers
  • Jellyfish scoops
  • Photomicroscopes
  • Safety glasses
  • Snowmobiles
  • Flow meters
  • Specimen collection containers
  • 35 millimeter cameras
  • Animal traps
  • Rulers
  • Extension ladders
  • Adjustable widemouth pliers
  • Climbing belts
  • Conductivity meters
  • Hard hats
  • Spotting scopes
  • Metric measuring tapes
  • Laboratory freezers
  • Spectrometers
  • Sterilizing ovens
  • Leather gloves
  • Bongo nets
  • Folsom plankton splitters
  • Dissolved oxygen meters
  • Laboratory mechanical convection incubators
  • Ekman dredges
  • Air compressors
  • Fume hoods
  • Laboratory beakers
  • Micrometers
  • Salinity meters
  • Sledgehammers
  • Desktop computers
  • Dip net samplers
  • Volumeters
  • Boat trailers
  • Multiplate samplers
  • Benchtop centrifuges
  • Dissecting tools
  • Gill nets
  • Odonata nets
  • Dart guns
  • Calorimeters
  • Clinometers
  • Seines
  • Petri dishes
  • Laboratory balances
  • Radio telemetry equipment
  • Animal transmitters
  • Hand lenses
  • Counting chambers
  • Water pumps
  • Portable refractometers
  • Digital cameras
  • Personal computers
  • D-ring nets
  • Spring scales
  • Small power boats
  • Foot snares
  • pH meters
  • Dissecting microscopes
  • Two way radios
  • Vernier calipers
  • Dataloggers
  • Snorkels
  • Compasses
  • Dropping pipettes
  • Laboratory forceps
  • Graduated glass laboratory cylinders
  • Mist nets
  • Nitrile gloves
  • Notebook computers
  • Benthic samplers
  • Sweeping nets
  • Geodetic ground global positioning system GPS receivers
  • Laser hypsometers
  • Culvert traps
  • Archery bows
  • Water thermometers
  • Light traps
  • Laser printers
  • Drying ovens
  • Compound binocular light microscopes
  • Compound microscopes
  • Four wheel drive 4WD vehicles
  • Rubber rafts
  • Water samplers
  • Carbon dioxide CO2 monitors
  • Fish traps
  • Tree corers
  • Axes
  • Water sample collection containers
  • Aerial nets
  • Scintillation vials
  • Secchi disks
  • Laboratory funnels
  • Mesh sieves
  • Dust masks
  • Sieve buckets
  • All terrain vehicles ATV
  • Plankton nets
  • Jet skis
  • Stainless steel scalpel blades
  • Tree top peeper and video probe systems

Alternative Job Titles