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Automation Risk Analysis

Will “Crystal Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Crystal 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%

“Crystal 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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles