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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Alternative Job Titles