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Automation Risk Analysis

Will “Lens Matcher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Lens Matcher” 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%

“Lens Matcher” 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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles