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Automation Risk Analysis

Will “Ichthyologist” 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%

“Ichthyologist” 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%

“Ichthyologist” 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

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

  • 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.

  • 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.

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

  • Inventory or estimate plant and wildlife populations.

  • 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.

  • Analyze characteristics of animals to identify and classify them.

  • 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.

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

  • Conduct literature reviews.

Technologies & Software

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