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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

  • 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.

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

  • Inventory or estimate plant and wildlife populations.

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

  • 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.

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

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

  • 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.

  • 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.

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

  • Analyze characteristics of animals to identify and classify them.

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

Technologies & Software

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