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Automation Risk Analysis

Will “Migratory Game Bird Biologist” 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%

“Migratory Game Bird Biologist” 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%

“Migratory Game Bird Biologist” 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

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

  • 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.

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

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

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

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

  • Collect and dissect animal specimens and examine specimens under microscope.

  • 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.

  • 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.

  • Inventory or estimate plant and wildlife populations.

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

Technologies & Software

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