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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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles