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Automation Risk Analysis

Will “Field Biologist” be Automated?

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AI Exposure Risk

59%

“Field Biologist” 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 59% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

42%

“Field Biologist” 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 42% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Biologists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Research or study basic principles of plant and animal life, such as origin, relationship, development, anatomy, and functions.

Job Title & Hierarchy Code (SOC) Biologists #19-1029.04
ℹ️

Data is based on the reference occupation: “Biologists”

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Core Skills & Abilities

  • Supervise biological technicians and technologists and other scientists.

  • Identify, classify, and study structure, behavior, ecology, physiology, nutrition, culture, and distribution of plant and animal species.

  • Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.

  • Develop and maintain liaisons and effective working relations with groups and individuals, agencies, and the public to encourage cooperative management strategies or to develop information and interpret findings.

  • Develop pest management and control measures, and conduct risk assessments related to pest exclusion, using scientific methods.

  • Research environmental effects of present and potential uses of land and water areas, determining methods of improving environmental conditions or such outputs as crop yields.

  • Prepare plans for management of renewable resources.

  • Communicate test results to state and federal representatives and general public.

  • Represent employer in a technical capacity at conferences.

  • Review reports and proposals, such as those relating to land use classifications and recreational development, for accuracy, adequacy, or adherence to policies, regulations, or scientific standards.

  • Plan and administer biological research programs for government, research firms, medical industries, or manufacturing firms.

  • Program and use computers to store, process, and analyze data.

  • Write grant proposals to obtain funding for biological research.

  • Collect and analyze biological data about relationships among and between organisms and their environment.

  • Study reactions of plants, animals, and marine species to parasites.

  • Study and manage wild animal populations.

  • Study basic principles of plant and animal life, such as origin, relationship, development, anatomy, and function.

  • Measure salinity, acidity, light, oxygen content, and other physical conditions of water to determine their relationship to aquatic life.

  • Teach or supervise students and perform research at universities and colleges.

  • Prepare requests for proposals or statements of work.

  • Study aquatic plants and animals and environmental conditions affecting them, such as radioactivity or pollution.

  • Develop methods and apparatus for securing representative plant, animal, aquatic, or soil samples.

Technologies & Software

  • Software development tools
  • EnzymeX
  • Meyer Instruments Optimas
  • Geographic information system GIS software
  • FoldX
  • C++
  • NAMD
  • Textco BioSoftware Gene Inspector
  • Visual Molecular Dynamics VMD
  • Consensus
  • Structured query language SQL
  • Perl
  • Claude (Anthropic)
  • SoftZymics VisualEnzymics
  • RepeatMasker
  • Mistral (Mistral AI)
  • Phrap
  • Phred
  • Adobe Photoshop
  • Wolfram Research Mathematica
  • The MathWorks MATLAB
  • Qwen (Alibaba)
  • Ingenuity Systems Ingenuity Pathways Analysis
  • Gemini (Google)
  • Linux
  • Microsoft Word
  • Llama (Meta)
  • Excavator
  • Minitab
  • IBM SPSS Statistics
  • TIBCO Spotfire
  • Grok (xAI)
  • Mistral AI (chat/models)
  • R
  • UNIX
  • Protein Explorer
  • NotebookLM (Google)
  • BLAT
  • ChatGPT (OpenAI)
  • Nova (Amazon)
  • Elicit
  • VayTek VoxBlast
  • Kimi (Moonshot AI)
  • Web browser software
  • JaMBW
  • Gemini for Workspace
  • Perplexity AI
  • sim4
  • CUBIC
  • The Mathworks SimBiology
  • Gene Codes Sequencher
  • Partek Incorporated Partek Genomics Suite
  • Scite AI
  • ESRI ArcGIS software
  • Word processing software
  • Microsoft PowerPoint
  • Joint Prediction of Operons JPOP
  • BioKin PlateKi
  • Semantic Scholar AI
  • MacVector
  • Agilent Technologies GeneSpring GX
  • Microsoft Access
  • SequentiX TreeMe
  • Basic Local Alignment Search Tool BLAST
  • National Instruments LabVIEW
  • Python
  • Deoxyribonucleic acid DNA sequence analysis software
  • FASTA
  • Blue Tractor Software DNADynamo
  • SURFDriver Software WinSURF
  • EMBOSS
  • Microsoft Office software
  • Oracle Java
  • Microsoft Excel
  • DeepSeek
  • Plastic cuvettes
  • Glass beakers
  • pH indicators
  • Vacuum dehydration units
  • Navigational compasses
  • Microscope digital cameras
  • Petri dishes
  • Swinging bucket centrifuges
  • Orbital shaking water baths
  • Gas chromatographs GC
  • Safety gloves
  • Water-jacketed CO2 incubators
  • Inoculating loops
  • Homogenizers
  • Automated microscopes
  • Micropipettes
  • X ray spectrometers
  • Mechanical laboratory incubators
  • Desktop computers
  • Dip nets
  • Vacuum evaporators
  • Gas autoclaves
  • Mercury barometers
  • Scanning electron microscopes SEM
  • Laminar flow cabinets
  • Centrifugal evaporators
  • Laboratory bulb syringes
  • Bioreactors
  • Polymerase chain reaction PCR equipment
  • Test tube shakers
  • Heated magnetic stirrers
  • Liquid handling robots
  • Glass graduated cylinders
  • Pasteur pipettes
  • Biosafety cabinets
  • Weather stations
  • Sonicators
  • Electrophoresis chambers
  • French presses
  • Heated stir plates
  • Optical compound microscopes
  • Distillation units
  • Automatic pipetters
  • Digital cameras
  • High pressure liquid chromatograph HPLC equipment
  • Global positioning system GPS receivers
  • Video microscopes
  • Carbolite ovens
  • Laptop computers
  • Ultracentrifuges
  • Laboratory analytical balances
  • Laboratory forceps
  • Microscope slides
  • Glass washers
  • Vertical drying ovens
  • Electronic precision balances
  • Agar plates
  • Microtiter plate readers
  • Propane jet freezers
  • Ultraviolet water purification systems
  • Zoom microscopes
  • Transmission electron microscopes TEM
  • Inverted compound microscopes
  • Digestion units
  • Laboratory dropping pipettes
  • Handheld digital thermometers
  • Fermenters
  • Scientific calculators
  • General purpose laboratory test tubes
  • Dissecting microscopes
  • Spectrophotometers
  • Shaking incubators
  • Video imaging systems
  • Ultraviolet UV transilluminators
  • Phosporimagers
  • Laboratory hot plates
  • Water flow gauges
  • Bunsen burners
  • Laboratory funnels
  • Mainframe computers
  • Benchtop lyophilizers
  • Water samplers
  • Plankton nets
  • Triple beam balances
  • Ultraviolet UV visible spectrophotometers
  • Personal computers
  • Multiwell microplates
  • Specimen collection containers
  • Fluid scintillation counters
  • Top-loading electronic balances
  • Electron microscopes
  • Erlenmeyer flasks
  • Safety goggles
  • Fluorescence microscopes
  • Safety glasses
  • Scanning laser confocal microscopes
  • Fume hoods
  • Glass burets
  • Ultramicrotomes
  • Microtomes
  • Deoxyribonucleic acid DNA sequencers
  • Refrigerated benchtop centrifuges
  • Tissue culture plates
  • Plastic laboratory tubing
  • Benchtop centrifuges
  • Luminometers
  • Laboratory microwave ovens
  • Spreading rods
  • Respirometers
  • Salinity meters
  • Conductivity meters
  • Portable dataloggers