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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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles