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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

  • 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.

  • 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.

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

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

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

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

  • 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.

  • Compile and interpret results of tests and analyses.

  • Order and inventory materials to maintain supplies.

  • Operate experimental pilot plants, assisting with experimental design.

  • Develop new chemical engineering processes or production techniques.

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

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

Technologies & Software

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

Alternative Job Titles