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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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles