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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

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

  • Compile and interpret results of tests and analyses.

  • Operate experimental pilot plants, assisting with experimental design.

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

  • Order and inventory materials to maintain supplies.

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

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

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

  • Direct or monitor other workers producing chemical products.

  • 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.

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

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

  • Develop new chemical engineering processes or production techniques.

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

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

Technologies & Software

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

Alternative Job Titles