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Automation Risk Analysis

Will “Fish Conservationist” 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 Conservationist” 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 Conservationist” 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.

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

  • Analyze characteristics of animals to identify and classify them.

  • Conduct literature reviews.

  • Inventory or estimate plant and wildlife populations.

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

  • 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.

  • 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.

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

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles