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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles