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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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles