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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

  • 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.

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

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

  • 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.

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

  • Analyze characteristics of animals to identify and classify them.

  • Inventory or estimate plant and wildlife populations.

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

  • 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.

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

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

  • Conduct literature reviews.

Technologies & Software

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