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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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

Technologies & Software

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

Alternative Job Titles