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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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles