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Automation Risk Analysis

Will “Lens Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Lens 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%

“Lens 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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles