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Automation Risk Analysis

Will “Chemical Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Chemical Checker” 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 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Chemical Checker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Notify supervisors or other personnel of production problems.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Compute defect percentages or averages, using formulas and calculators.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Analyze test data, making computations as necessary, to determine test results.

  • Position products, components, or parts for testing.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Compute usable amounts of items in shipments.

  • Collect or select samples for testing or for use as models.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

  • FileMaker Pro
  • Atlassian JIRA
  • Selenium
  • Claude (Anthropic)
  • R
  • Database software
  • ChatGPT (OpenAI)
  • Sight Machine AI
  • Tolerance analysis software
  • Verisurf Metrology
  • Mastercam Design
  • Inspection marking systems
  • SAP software
  • Siemens Industrial AI
  • Computer assisted design software
  • IBM Notes
  • Kimi (Moonshot AI)
  • Dassault Systemes SolidWorks
  • Design of experiments DOE software
  • Structured query language SQL
  • Computer-aided inspection software
  • Rockwell Automation AI
  • Dassault Systemes CATIA
  • Mistral (Mistral AI)
  • Data analysis software
  • Data entry software
  • Extensible markup language XML
  • Cybermetrics GAGETrak
  • Microsoft SharePoint
  • DeepSeek
  • IBM Lotus Notes
  • Microsoft Access
  • Wilcox Associates PC-DMIS Inspection Planner
  • Coordinate measuring machine software
  • The MathWorks MATLAB
  • Microsoft Word
  • Microsoft Excel
  • Skype
  • Autodesk AutoCAD
  • Grok (xAI)
  • Statistical process control SPC data collection devices
  • Mastercam computer-aided design and manufacturing software
  • ABB AI Robotics
  • Qwen (Alibaba)
  • Gemini (Google)
  • Microsoft PowerPoint
  • Medical condition coding software
  • Apache Hive
  • Microsoft Office software
  • Microsoft Visio
  • Llama (Meta)
  • Microsoft Outlook
  • Nova (Amazon)
  • Apache Pig
  • Cognex Vision AI
  • Label inspection systems
  • Minitab
  • Forklifts
  • Continuity testers
  • Manufacturing defect analyzers MDA
  • Shear testers
  • Viscometers
  • Digital resistance thermometers
  • Radiographic flaw detectors
  • Personal computers
  • Measuring microscopes
  • Resistivity meters
  • Frequency meters
  • Industrial bench scales
  • Magnetic induction acceleration instruments
  • Conductivity meters
  • Frequency counters
  • Shock testers
  • Hipot testers
  • Null-balance acceleration instruments
  • Color spectrometers
  • Backplane testers
  • Tensile testers
  • Piezoelectric acceleration instruments
  • Multimeters
  • Creep and stress relaxation testers
  • Holographic interferometers
  • Capacitive acceleration instruments
  • Plug gauges
  • Logic test systems
  • Sampling oscilloscopes
  • Digital voltmeters DVM
  • Verisurf 3Dgage
  • Fatigue testers
  • Linear or mixed signal equipment
  • Pin gauges
  • Environmental chambers
  • Mass flow leak testers
  • Thread gauges
  • Hardness testers
  • Accelerometers
  • Utrasonic flaw detectors
  • Signal generators
  • Bubble leak testers
  • Printed circuit board PCB testers
  • Ammeters
  • Eddy current probes
  • Resistance meters
  • Metallurgical microscopes
  • Direct current DC power testers
  • Sorting machines
  • Calorimetric leak testers
  • Depth gauges
  • Penetrant flaw detectors
  • Laser thickness gauges
  • Impact hammers
  • Calipers
  • Eddy current flaw detectors
  • Pi tapes
  • Resonance acceleration instruments
  • Return loss calibrator RLC passive component testers
  • Digital resistance meters
  • Function generators
  • Verisurf CMM Master
  • Magnetic particle flaw detectors
  • Overhead cranes
  • Hydraulic pumps
  • Power meters
  • Gloss meters
  • Force transducers
  • In-circuit testers
  • Pulse generators
  • Bit error rate testers BERT
  • Compression testers
  • Optical comparators
  • Laser shearography flaw detectors
  • Digital multimeters
  • Coordinate measuring machines CMM
  • Height gauges
  • Optical gauges
  • Hydraulic lifts
  • Impact toughness testers
  • Ductility testers
  • Moisture meters
  • Micrometers
  • Verisurf Master3DGage
  • Strain gauges
  • Beta gauges
  • Vibration and shaker systems
  • Plotters

Alternative Job Titles