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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

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

  • 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.

Technologies & Software

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

Alternative Job Titles