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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

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

  • 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.

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

  • 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.

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles