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Automation Risk Analysis

Will “Organic Preparation Technician (Organic Prep Technician)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #319 of 702. Estimated risk: 57.0%

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AI Exposure Risk

55%

“Organic Preparation Technician (Organic Prep Technician)” 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%

“Organic Preparation Technician (Organic Prep Technician)” 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.

  • Direct or monitor other workers producing chemical products.

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

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

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

  • Order and inventory materials to maintain supplies.

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

  • Develop new chemical engineering processes or production techniques.

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

  • Operate experimental pilot plants, assisting with experimental design.

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

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

  • Compile and interpret results of tests and analyses.

  • Provide technical support or assistance to chemists or engineers.

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

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

Technologies & Software

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

Alternative Job Titles