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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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

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

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  • Microsoft SharePoint
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  • Computer-aided inspection software
  • IBM Lotus Notes
  • Microsoft Word
  • Inspection marking systems
  • Coordinate measuring machine software
  • Mistral (Mistral AI)
  • Wilcox Associates PC-DMIS Inspection Planner
  • Data entry software
  • Label inspection systems
  • Selenium
  • Autodesk AutoCAD
  • FileMaker Pro
  • Microsoft Access
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  • Tolerance analysis software
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  • Verisurf Metrology
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  • Minitab
  • Dassault Systemes CATIA
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  • Data analysis software
  • Extensible markup language XML
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  • Apache Hive
  • Microsoft Visio
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  • R
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  • Eddy current flaw detectors
  • Verisurf CMM Master
  • Bubble leak testers
  • Frequency counters
  • Function generators
  • Measuring microscopes
  • Compression testers
  • Verisurf Master3DGage
  • Metallurgical microscopes
  • Accelerometers
  • Plotters
  • Direct current DC power testers
  • Optical comparators
  • Mass flow leak testers
  • Linear or mixed signal equipment
  • Ductility testers
  • Calorimetric leak testers
  • Penetrant flaw detectors
  • Sorting machines
  • Hipot testers
  • Fatigue testers
  • Manufacturing defect analyzers MDA
  • Magnetic particle flaw detectors
  • Bit error rate testers BERT
  • Coordinate measuring machines CMM
  • Viscometers
  • Color spectrometers
  • Impact toughness testers
  • Capacitive acceleration instruments
  • Forklifts
  • Laser thickness gauges
  • Micrometers
  • Industrial bench scales
  • Digital resistance thermometers
  • Shear testers
  • Pi tapes
  • Eddy current probes
  • Overhead cranes
  • Gloss meters
  • Shock testers
  • Vibration and shaker systems
  • Piezoelectric acceleration instruments
  • Pulse generators
  • Magnetic induction acceleration instruments
  • Creep and stress relaxation testers
  • Hydraulic lifts
  • Beta gauges
  • Sampling oscilloscopes
  • Moisture meters
  • Pin gauges
  • Impact hammers
  • Thread gauges
  • Digital multimeters
  • Frequency meters
  • Null-balance acceleration instruments
  • Backplane testers
  • In-circuit testers
  • Signal generators
  • Force transducers
  • Tensile testers
  • Resonance acceleration instruments
  • Utrasonic flaw detectors
  • Hardness testers
  • Logic test systems
  • Holographic interferometers
  • Environmental chambers
  • Hydraulic pumps
  • Laser shearography flaw detectors
  • Digital resistance meters
  • Power meters
  • Printed circuit board PCB testers
  • Plug gauges
  • Verisurf 3Dgage
  • Optical gauges
  • Height gauges
  • Return loss calibrator RLC passive component testers
  • Continuity testers
  • Strain gauges
  • Ammeters
  • Radiographic flaw detectors
  • Calipers
  • Depth gauges
  • Conductivity meters
  • Resistivity meters
  • Resistance meters
  • Digital voltmeters DVM
  • Personal computers
  • Multimeters

Alternative Job Titles