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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

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

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

  • 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.

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

  • Conduct quality control tests.

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles