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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

  • 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.

  • Analyze characteristics of animals to identify and classify them.

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

  • 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.

  • 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.

  • Inventory or estimate plant and wildlife populations.

  • 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.

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

  • Conduct literature reviews.

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

Technologies & Software

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

Alternative Job Titles