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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

  • 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.

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

  • 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.

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

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

  • Conduct literature reviews.

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

  • 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.

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

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

  • Inventory or estimate plant and wildlife populations.

  • 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.

Technologies & Software

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

Alternative Job Titles