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Automation Risk Analysis

Will “Shells Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Shells 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%

“Shells 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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

Technologies & Software

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

Alternative Job Titles