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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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles