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Automation Risk Analysis

Will “Sample Color Maker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sample Color Maker” 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%

“Sample Color Maker” 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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles