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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.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles