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Automation Risk Analysis

Will “Color Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Color Tester” 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 Tester” 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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles