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Automation Risk Analysis

Will “Spectrograph Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #319 of 702. Estimated risk: 57.0%

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AI Exposure Risk

55%

“Spectrograph Operator” 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 55% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

53%

“Spectrograph Operator” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 53% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Chemical Technicians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct chemical and physical laboratory tests to assist scientists in making qualitative and quantitative analyses of solids, liquids, and gaseous materials for research and development of new products or processes, quality control, maintenance of environmental standards, and other work involving experimental, theoretical, or practical application of chemistry and related sciences.

Avg. Annual Salary $61,300
Avg. Hourly Wage $29.47
Available Jobs (US) 55,640
Job Title & Hierarchy Code (SOC) Chemical Technicians #19-4031
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Chemical Technicians”

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Related Occupations & Automation Risk

Economists

AI Risk 63%
Robot Risk 15%

Biochemists and Biophysicists

AI Risk 62%
Robot Risk 47%

Industrial Ecologists

AI Risk 61%
Robot Risk 23%

Geographers

AI Risk 61%
Robot Risk 28%

Environmental Economists

AI Risk 61%
Robot Risk 18%

Atmospheric and Space Scientists

AI Risk 61%
Robot Risk 28%

Core Skills & Abilities

  • Write technical reports or prepare graphs or charts to document experimental results.

  • Design or fabricate experimental apparatus to develop new products or processes.

  • Train new employees on topics such as the proper operation of laboratory equipment.

  • Maintain, clean, or sterilize laboratory instruments or equipment.

  • Set up and conduct chemical experiments, tests, and analyses, using techniques such as chromatography, spectroscopy, physical or chemical separation techniques, or microscopy.

  • Provide technical support or assistance to chemists or engineers.

  • Prepare chemical solutions for products or processes, following standardized formulas, or create experimental formulas.

  • Monitor product quality to ensure compliance with standards and specifications.

  • Provide and maintain a safe work environment by participating in safety programs, committees, or teams and by conducting laboratory or plant safety audits.

  • Compile and interpret results of tests and analyses.

  • Direct or monitor other workers producing chemical products.

  • Develop or conduct programs of sampling and analysis to maintain quality standards of raw materials, chemical intermediates, or products.

  • Conduct chemical or physical laboratory tests to assist scientists in making qualitative or quantitative analyses of solids, liquids, or gaseous materials.

  • Operate experimental pilot plants, assisting with experimental design.

  • Order and inventory materials to maintain supplies.

  • Develop new chemical engineering processes or production techniques.

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  • SAP software
  • Oracle Java
  • Structured query language SQL
  • Kimi (Moonshot AI)
  • Microsoft Excel
  • Word processing software
  • Grok (xAI)
  • Llama (Meta)
  • Consensus
  • Mistral AI (chat/models)
  • Oracle Database
  • Database software
  • Gemini (Google)
  • Spreadsheet software
  • Software development tools
  • Elicit
  • Microsoft Outlook
  • DeepSeek
  • Linux
  • Microsoft Access
  • Semantic Scholar AI
  • ChatGPT (OpenAI)
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  • Qwen (Alibaba)
  • Flame photometers
  • Gas leak detectors
  • Test tube clamps
  • Drying pistols
  • Filter pumps
  • Titrators
  • Bimetallic strip thermometers
  • Hirsch funnels
  • Plastic cuvettes
  • Finger pumps
  • Lasers
  • Electronic toploading balances
  • Eyewash fountains
  • Laboratory blenders
  • Vacuum gauges
  • Volume displacement pumps
  • pH indicators
  • Monochromators
  • Lyophilizers
  • Gravity convection ovens
  • U-tube manometers
  • Laboratory pressing equipment
  • Liquid chromatography equipment
  • Pycnometers
  • Organic carbon analyzers
  • Gooch crucibles
  • Polarizers
  • Digital handheld thermometers
  • Magnetic stirring bars
  • Safety showers
  • Ultraviolet UV lamps
  • Ruby lasers
  • Explosion-proof fume hoods
  • Canister gas masks
  • Velometers
  • Perchloric acid hoods
  • Infrared lamps
  • Gas chromatography equipment
  • High pressure liquid chromatograph HPLC equipment
  • Glass laboratory crucibles
  • Laboratory heating plates
  • Asbestos gloves
  • Bunsen burners
  • Tension gauges
  • Mercury vapor lamps
  • Transfer pipettes
  • Abbe refractometers
  • Optical beamsplitting devices
  • Dissolved oxygen meters
  • Graphite furnaces
  • Thermal conductivity detectors
  • Mainframe computers
  • Atomic emissions spectroscopes
  • Bomb calorimeters
  • Bubble-cap fractionating columns
  • Thermocouples
  • Magnetic agitators
  • Vapor monitor badges
  • Meker burners
  • Glass tubing
  • Sample crushers
  • Heating mantles
  • Diffusion pumps
  • Reflux condensers
  • Molecular stills
  • Optical pyrometers
  • Distilling condensers
  • Safety gloves
  • Autotitrators
  • Bourdon gauges
  • Liquid transfer pumps
  • Geiger-Muller counters
  • Radioisotope fume hoods
  • Laboratory vacuum pumps
  • Single-pan balances
  • High pressure sodium lamps
  • Evaporating dishes
  • Westphal balances
  • Ionization gauges
  • Unequal-arm balances
  • Polarimeters
  • Beckmann thermometers
  • Cooling baths
  • Laboratory flasks
  • Automated polarimeters
  • Rotary evaporators
  • Automatic burets
  • Fire extinguishers
  • Liquid chromatography/mass spectrometry LC/MS equipment
  • Aneroid barometers
  • Desktop computers
  • Laminar flow burners
  • Spectrophotometers
  • Refrigerated coolers
  • Rotameters
  • Immersion heaters
  • Pressure gauges
  • Voltmeters
  • Flame ionization detectors FID
  • Homogenizers
  • Graphing calculators
  • Fluid scintillation counters
  • Face shields
  • Bell jars
  • Optical compound microscopes
  • Infrared IR spectroscopes
  • Laboratory balances
  • Utility clamps
  • McLeod gauges
  • Gravitational field indicators
  • Thinlayer chromatography analyzers
  • Fourier transfer infrared FTIR spectrometers
  • Benchtop centrifuges
  • Viscosity meters
  • Laboratory drying ovens
  • Atomic absorption AA spectroscopes
  • Differential refractometers
  • Cartesian manostats
  • Buchner funnels
  • Multimeters
  • Photo detectors
  • Prisms
  • Capillary tubing
  • Automated microviscometers
  • Photomultiplier tubes
  • Coulometers
  • Agitation tanks
  • Hydrometers
  • Hot air blowers
  • Torsion balances
  • Laboratory centrifugal pumps
  • Dust and particulate respirators
  • Safety goggles
  • Personal computers
  • Radiation detectors
  • Nuclear magnetic resonance NMR spectroscopes
  • Differential scanning calorimeters
  • Volumetric flasks
  • Triple beam balances
  • Ultracentrifuges
  • Ultraviolet UV light detectors
  • Claisen flasks
  • Dye lasers
  • Evaporator rotators
  • Automatic pipette cleaners
  • Turbidimeters
  • Ammeters
  • Gas burners
  • Lecture bottles
  • Ball mills
  • Chromatography developing tanks
  • Gas drying tubes
  • Computer-controlled pumps
  • Automatic buret cleaners
  • Ultraviolet UV spectroscopes
  • Rheometers
  • Safety glasses
  • Photocells
  • Closed-end manometers
  • Hollow cathode lamps
  • Hazardous material protective clothing
  • Chromatography microsyringes
  • Glass burets
  • Liquid-filled remote thermometers
  • Water aspirators
  • Dessicators
  • Mass spectrometers
  • Laboratory tongs
  • Steam baths
  • Deuterium lamps
  • Constant temperature water baths
  • Ion exchange chromatography equipment
  • Mortars and pestles
  • Reaction flasks
  • Metering pumps
  • Muffle furnaces
  • Pull spring balances
  • Exhaust hoods
  • Pirani gauges
  • Fluorimeters
  • Volumetric glass pipettes
  • Nebulizers
  • Laboratory vacuum hand pumps
  • Vacuum flask traps
  • Comparators
  • Bubble flow meters
  • Cork borer sets
  • Mercury barometers

Alternative Job Titles