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Automation Risk Analysis

Will “Lens Gauger” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Lens Gauger” 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 Gauger” 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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles