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Automation Risk Analysis

Will “Cylinder Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cylinder 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%

“Cylinder 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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles