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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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles