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Automation Risk Analysis

Will “Material Disposition Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Material Disposition 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%

“Material Disposition 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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

  • 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.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

Technologies & Software

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

Alternative Job Titles