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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

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

  • 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.

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

  • 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.

  • Inventory or estimate plant and wildlife populations.

  • Conduct literature reviews.

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

  • 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.

  • Analyze characteristics of animals to identify and classify them.

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

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

Technologies & Software

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