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Automation Risk Analysis

Will “Fish Biologist” 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 Biologist” 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 Biologist” 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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Core Skills & Abilities

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

  • 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.

  • Conduct literature reviews.

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

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

  • 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.

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

  • 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.

  • Inventory or estimate plant and wildlife populations.

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

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

  • Analyze characteristics of animals to identify and classify them.

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

Technologies & Software

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