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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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles