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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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles