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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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

  • 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.

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles