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Automation Risk Analysis

Will “Perfumer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #319 of 702. Estimated risk: 57.0%

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AI Exposure Risk

55%

“Perfumer” 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%

“Perfumer” 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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Core Skills & Abilities

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

  • Compile and interpret results of tests and analyses.

  • Direct or monitor other workers producing chemical products.

  • Order and inventory materials to maintain supplies.

  • Develop new chemical engineering processes or production techniques.

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

  • 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.

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles