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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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Core Skills & Abilities

  • Compile and interpret results of tests and analyses.

  • 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.

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

  • Order and inventory materials to maintain supplies.

  • Operate experimental pilot plants, assisting with experimental design.

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

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

  • 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.

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

  • Develop new chemical engineering processes or production techniques.

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

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

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

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

Technologies & Software

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

Alternative Job Titles