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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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Core Skills & Abilities

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

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

  • 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.

  • Conduct literature reviews.

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

  • Analyze characteristics of animals to identify and classify them.

  • 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 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.

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

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

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

  • 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

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