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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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Core Skills & Abilities

  • Conduct literature reviews.

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

  • Analyze characteristics of animals to identify and classify them.

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

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

  • 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.

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

  • Inventory or estimate plant and wildlife populations.

  • 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.

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

  • 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.

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

Technologies & Software

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