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Automation Risk Analysis

Will “Color Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Color 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%

“Color 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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles