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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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles