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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

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

  • Analyze characteristics of animals to identify and classify them.

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

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

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

  • Conduct literature reviews.

  • 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.

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

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

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

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

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

  • Inventory or estimate plant and wildlife populations.

  • 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.

Technologies & Software

  • Database management software
  • Web browser software
  • Qwen (Alibaba)
  • Kimi (Moonshot AI)
  • Claude (Anthropic)
  • Geographic information system GIS systems
  • R
  • Microsoft Office software
  • Microsoft Access
  • Microsoft Word
  • Elicit
  • Geographic information system GIS software
  • Perplexity AI
  • Semantic Scholar AI
  • IBM Lotus 1-2-3
  • Python
  • Word processing software
  • Grok (xAI)
  • ESRI ArcView
  • Global positioning system GPS software
  • Gemini (Google)
  • HATPRO
  • Corel WordPerfect Office Suite
  • Microsoft Excel
  • Llama (Meta)
  • Salesforce software
  • Email software
  • ChatGPT (OpenAI)
  • Scite AI
  • Spreadsheet software
  • Nova (Amazon)
  • Gemini for Workspace
  • Statistical software
  • DeepSeek
  • Microsoft Active Server Pages ASP
  • Mistral AI (chat/models)
  • ESRI ArcGIS software
  • Microsoft Outlook
  • NotebookLM (Google)
  • Consensus
  • SAS
  • Mistral (Mistral AI)
  • Microsoft Project
  • Microsoft PowerPoint
  • Computer modeling software
  • Relational database software
  • Four wheel drive 4WD vehicles
  • Jet skis
  • Personal computers
  • Laboratory freezers
  • Animal traps
  • Secchi disks
  • Safety glasses
  • Egg candlers
  • Vernier calipers
  • Desktop computers
  • Laboratory funnels
  • Conductivity meters
  • Steam autoclaves
  • Rulers
  • pH meters
  • Radio telemetry equipment
  • Leather gloves
  • Adjustable widemouth pliers
  • Aerial nets
  • Benchtop centrifuges
  • Digital cameras
  • Foot snares
  • Jellyfish scoops
  • Stainless steel scalpel blades
  • Dip net samplers
  • Air compressors
  • Archery bows
  • Salinity meters
  • Dust masks
  • Tree top peeper and video probe systems
  • Mesh sieves
  • Light traps
  • Dart guns
  • Seines
  • Dropping pipettes
  • Portable refractometers
  • Monopan balances
  • Odonata nets
  • Climbing belts
  • Axes
  • Water pumps
  • Micrometers
  • Boat trailers
  • Geodetic ground global positioning system GPS receivers
  • Sterilizing ovens
  • Tree corers
  • Extension ladders
  • Drying ovens
  • Canoes
  • Small power boats
  • Rubber rafts
  • Spotting scopes
  • Volumeters
  • Specimen collection containers
  • D-ring nets
  • 35 millimeter cameras
  • All terrain vehicles ATV
  • Dissolved oxygen meters
  • Scintillation vials
  • Flow meters
  • Metric measuring tapes
  • Snorkels
  • Dissecting microscopes
  • Binoculars
  • Culvert traps
  • Sweeping nets
  • Laboratory beakers
  • Laser printers
  • Dataloggers
  • Petri dishes
  • Carbon dioxide CO2 monitors
  • Multiplate samplers
  • Laboratory mechanical convection incubators
  • Gill nets
  • Notebook computers
  • Plankton nets
  • Animal transmitters
  • Dissecting tools
  • Graduated glass laboratory cylinders
  • Two way radios
  • Bongo nets
  • Field thermometers
  • Hand lenses
  • Water sample collection containers
  • Folsom plankton splitters
  • Benthic samplers
  • Water thermometers
  • Fume hoods
  • Ekman dredges
  • Counting chambers
  • Mist nets
  • Spectrometers
  • Compasses
  • Laboratory balances
  • Self-contained underwater breathing apparatus SCUBA equipment
  • Laser hypsometers
  • Calorimeters
  • Sieve buckets
  • Hard hats
  • Fish traps
  • Photomicroscopes
  • Spring scales
  • Clinometers
  • Laboratory forceps
  • Sledgehammers
  • Water samplers
  • Nitrile gloves
  • Compound binocular light microscopes
  • Compound microscopes
  • Snowmobiles

Alternative Job Titles