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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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles