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Automation Risk Analysis

Will “Limnologist” 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%

“Limnologist” 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%

“Limnologist” 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

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

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

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

  • 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.

  • 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.

  • Inventory or estimate plant and wildlife populations.

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

  • Conduct literature reviews.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles