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Automation Risk Analysis

Will “Organic Preparation Analyst (Organic Prep Analyst)” 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 Analyst (Organic Prep 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 55% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

53%

“Organic Preparation Analyst (Organic Prep Analyst)” 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

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

  • Order and inventory materials to maintain supplies.

  • 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.

  • Compile and interpret results of tests and analyses.

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

  • Operate experimental pilot plants, assisting with experimental design.

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

  • 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.

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

  • Provide technical support or assistance to chemists or engineers.

  • Direct or monitor other workers producing chemical products.

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

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

  • Develop new chemical engineering processes or production techniques.

Technologies & Software

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

Alternative Job Titles