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Automation Risk Analysis

Will “Lepidopterist” 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%

“Lepidopterist” 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%

“Lepidopterist” 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

  • 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.

  • 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.

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

  • 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.

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

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

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

  • Conduct literature reviews.

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

  • 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.

  • 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

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