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Automation Risk Analysis

Will “Lens Blank 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 Blank 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 Blank 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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles