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Automation Risk Analysis

Will “Magnetic Particle and Penetrant Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Magnetic Particle and Penetrant 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%

“Magnetic Particle and Penetrant 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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles