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Automation Risk Analysis

Will “Wetland Scientist” 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%

“Wetland Scientist” 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%

“Wetland Scientist” 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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Related Occupations & Automation Risk

Economists

AI Risk 63%
Robot Risk 15%

Biochemists and Biophysicists

AI Risk 62%
Robot Risk 47%

Industrial Ecologists

AI Risk 61%
Robot Risk 23%

Geographers

AI Risk 61%
Robot Risk 28%

Environmental Economists

AI Risk 61%
Robot Risk 18%

Atmospheric and Space Scientists

AI Risk 61%
Robot Risk 28%

Core Skills & Abilities

  • 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.

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

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

  • Analyze characteristics of animals to identify and classify them.

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

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

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

  • Inventory or estimate plant and wildlife populations.

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

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

  • Conduct literature reviews.

  • 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.

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

Technologies & Software

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

Alternative Job Titles