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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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles