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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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

  • 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 defect percentages or averages, using formulas and calculators.

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles