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Automation Risk Analysis

Will “Live Ammunition Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Live Ammunition 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%

“Live Ammunition 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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles