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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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles