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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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles