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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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles