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Automation Risk Analysis

Will “Coloring Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Coloring 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%

“Coloring 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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles