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Automation Risk Analysis

Will “Gas Chromatography Mass Spectrometry Analyst (GCMS Analyst)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #173 of 702. Estimated risk: 10.0%

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AI Exposure Risk

60%

“Gas Chromatography Mass Spectrometry Analyst (GCMS Analyst)” 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 60% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

43%

“Gas Chromatography Mass Spectrometry Analyst (GCMS Analyst)” 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 43% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Chemists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct qualitative and quantitative chemical analyses or experiments in laboratories for quality or process control or to develop new products or knowledge.

Avg. Annual Salary $95,940
Avg. Hourly Wage $46.13
Available Jobs (US) 83,250
Job Title & Hierarchy Code (SOC) Chemists #19-2031
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Chemists”

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Core Skills & Abilities

  • Conduct quality control tests.

  • Evaluate laboratory safety procedures to ensure compliance with standards or to make improvements as needed.

  • Write technical papers or reports or prepare standards and specifications for processes, facilities, products, or tests.

  • Purchase laboratory supplies, such as chemicals, when supplies are low or near their expiration date.

  • Analyze organic or inorganic compounds to determine chemical or physical properties, composition, structure, relationships, or reactions, using chromatography, spectroscopy, or spectrophotometry techniques.

  • Develop, improve, or customize products, equipment, formulas, processes, or analytical methods.

  • Prepare test solutions, compounds, or reagents for laboratory personnel to conduct tests.

  • Compile and analyze test information to determine process or equipment operating efficiency or to diagnose malfunctions.

  • Induce changes in composition of substances by introducing heat, light, energy, or chemical catalysts for quantitative or qualitative analysis.

  • Confer with scientists or engineers to conduct analyses of research projects, interpret test results, or develop nonstandard tests.

  • Direct, coordinate, or advise personnel in test procedures for analyzing components or physical properties of materials.

  • Maintain laboratory instruments to ensure proper working order and troubleshoot malfunctions when needed.

Technologies & Software

  • Apple iWork
  • MSI Insight/Discover
  • Density functional theory DFT software
  • Multi-functional calculators
  • DeepSeek
  • Extensible markup language XML
  • Network Science IR Mentor Pro
  • Conversion tools software
  • Microsoft Visual Basic
  • Apple iWork Numbers
  • Gemini for Workspace
  • C++
  • Structured query language SQL
  • Perplexity AI
  • ChemSW Molecular Modeling Pro
  • Semantic Scholar AI
  • ChemSW Chemical Inventory System CIS
  • Molecular simulation software
  • ChemSW Mass Spec Tools
  • Synthematix StructureSearch
  • Microsoft Visio
  • Graphics software
  • Laboratory information management system LIMS
  • Logger software
  • Minitab
  • SAP software
  • Wavefunction Spartan
  • Advanced Chemistry Development ACD/1D nuclear magnetic resonance NMR processor
  • Consensus
  • SAS JMP
  • LabTrack Electronic Lab Notebook
  • Grok (xAI)
  • Agilent ChemStation
  • Microsoft PowerPoint
  • Microsoft Access
  • Molsearch Pro
  • Modeling software
  • JDA Arthur KnowledgeBase database
  • Bruker BioSpin TopSpin
  • Waters Empower Chromatography Data Software
  • Siemens SHELXTL
  • Apple iWork Keynote
  • Accelrys DeCipher
  • Organic synthesis planning software
  • Apple iWork Pages
  • Llama (Meta)
  • National Instruments LabVIEW
  • NotebookLM (Google)
  • Mistral AI (chat/models)
  • MolDraw
  • ItemTracker
  • ChemInnovation Software Chem 4-D
  • Chem2Pac
  • Microsoft Word
  • ChatGPT (OpenAI)
  • Kimi (Moonshot AI)
  • Mistral (Mistral AI)
  • Vogel Scientific Software Group CALACO
  • ChemSW Buffer Maker
  • ChemSW Laboratory Document Control System LDCS
  • Accelrys Cerius2
  • Claude (Anthropic)
  • CrystalMaker
  • Gas chromatograph GS software
  • ChemSW Calibration Pro
  • Statistical software
  • UBI Biotracker
  • CambridgeSoft ChemOffice Ultra
  • SciQuest PE TurboChrom
  • Digital imaging software
  • Oracle Java
  • Gemini (Google)
  • Crystallography software
  • C
  • Microsoft Office software
  • Surface modeling software
  • Elicit
  • Chemical kinetics software
  • Scite AI
  • Internet browser software
  • NeoOffice
  • ChemSW Uncertainty Pro
  • Nova (Amazon)
  • Microsoft Excel
  • Qwen (Alibaba)
  • Gaussian software
  • Hypertext markup language HTML
  • R
  • Hypercube HyperChem
  • Waters Millennium32
  • Q-Chem
  • Word processing software
  • Fluorescence microscopes
  • Funnels
  • Microcentrifuges
  • High-pressure liquid chromatography systems
  • Polarographic analyzers
  • Fume hoods
  • Carbon hydrogen nitrogen CHN elemental analyzers
  • Inductively coupled plasma mass spectrometers ICP-MS
  • Graduated cylinders
  • Ion selective electrode ISE meters
  • Water baths
  • Signal average storage scopes
  • Speed-vac concentrators
  • Shaking incubators
  • Laser printers
  • Monocular microscopes
  • Tissue culture plates
  • Laser power meters
  • Flow injection analyzers
  • Hydrogenation apparatus
  • Tube magnetic mixers
  • Cryogenic refrigerators
  • Oxygen bomb calorimeters
  • Luminescence spectrometers
  • Potentiostats
  • Spectrophotometers
  • Deflagration spoons
  • Analytical balances
  • Respirators
  • Oscilloscopes
  • Solvent recyclers
  • Test tubes
  • Digital gel analyzer systems
  • Inert atmosphere glove boxes
  • Centrifugal evaporator concentrators
  • Electrochemical analyzers
  • Fourier transform infrared FTIR spectrometers
  • Desktop computers
  • Gas chromatograph mass spectrometers GC-MS
  • Autotitrators
  • Titrators
  • Mercury lamp photolysis systems
  • Digital electrophoresis documentation and analysis systems
  • Pressure sensors
  • Benchtop lyophilizers
  • Spectrofluorimeters
  • Split-hinge furnaces
  • Ion analyzers
  • Refrigerated high-speed centrifuges
  • Sonicators
  • Liquid scintillation counters
  • Laptop computers
  • Automatic peptide synthesizers
  • Thermal cyclers
  • Microplate spectrophotometers
  • Inverted microscopes
  • Conductivity detectors
  • Thermal gravimetric analyzers
  • Densitometers
  • Picosecond lasers
  • Respirometers
  • Conductivity meters
  • Lab heat exchangers
  • Nitrogen lasers
  • Burets
  • Single crystal x ray diffractometers
  • Gas chromatographs GC
  • Laboratory presses
  • Infrared IR spectrometers
  • Grinder mills
  • Solar simulators
  • Photochemical reactors
  • Mainframe computers
  • Distillation ovens
  • Tensile testers
  • High-performance liquid chromatographs
  • Stereo zoom microscopes
  • Conductance meters
  • Dissolved oxygen meters
  • Differential scanning calorimeters
  • Shaking waterbaths
  • Microdistillation ovens
  • Ultracentrifuges
  • Reagent pumps
  • Mass spectrometers
  • Pipettes
  • Tabletop centrifuges
  • Refrigerated circulators
  • Well tissue culture plates
  • Glassware washers
  • Laboratory vacuum pumps
  • Diode lasers
  • Helium-cadmium lasers
  • Large-format plotters
  • Melting point apparatus
  • Cold trap evaporators
  • Micro electrobalances
  • Nanoscopes
  • Nuclear magnetic resonance NMR spectrometers
  • Rotary evaporators
  • High-speed centrifuges
  • Atomic absorption AA spectrometers
  • Floor centrifuges
  • Electronic toploading balances
  • Thistle tubes
  • Magnetometers
  • Cryostats
  • Combustion furnaces
  • Polarimeters
  • Tubular furnaces
  • Microwave digestion systems
  • Plasticorders
  • High-pressure high-temperature reactors
  • Fraction collectors
  • Immersion probes
  • Beakers
  • Annealing ovens
  • Distilling units
  • Galvanostats
  • Vacuum ovens
  • Micropipettes
  • Oscillating disc rheometers
  • Hot plates with magnetic stirrers
  • X ray diffraction equipment
  • Freeze dryers
  • Personal computers
  • Petri dishes
  • Microinjectors
  • Homogenizers
  • Cuvettes
  • Stripping analyzers
  • Multiwell microplates
  • Scanning electron microscopes SEM
  • Magnetic susceptibility balances
  • Strip chart recorders
  • Polarizing microscopes
  • Particle size analyzers
  • Digital cameras
  • Top-loading electronic balances
  • Chemical centrifuges
  • Liquid chromatographs LC
  • Bunsen burners
  • Air dryers
  • Capillary electrophoresis systems
  • pH meters
  • Closed cycle refrigerators
  • Karl Fischer titrators
  • Ultraviolet-visible spectrometers
  • Box furnace ovens
  • Neodymium-doped yttrium aluminum garnet Nd:YAG lasers
  • Pipetting stations
  • Dye lasers
  • Airfree/waterfree solvent purification systems
  • Syringe pumps
  • Erlenmeyer flasks
  • Spectrometers
  • Scanning tunneling microscopes STM
  • Alcohol lamps
  • Mini synthesizers