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Automation Risk Analysis

Will “Clip-On Sunglasses Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Clip-On Sunglasses Inspector” 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%

“Clip-On Sunglasses Inspector” 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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles