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Automation Risk Analysis

Will “Grey Goods Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Grey Goods Examiner” 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%

“Grey Goods Examiner” 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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles