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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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles