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Automation Risk Analysis

Will “Nematologist” 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%

“Nematologist” 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%

“Nematologist” 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

  • 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.

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

  • Inventory or estimate plant and wildlife populations.

  • Conduct literature reviews.

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

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

  • 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.

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

  • 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.

  • 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.

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

Technologies & Software

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

Alternative Job Titles