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Automation Risk Analysis

Will “Optical Glass Wet Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Optical Glass Wet 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%

“Optical Glass Wet 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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

  • 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.

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

  • 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.

Technologies & Software

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

Alternative Job Titles