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Automation Risk Analysis

Will “Ammunition Components Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Ammunition Components 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%

“Ammunition Components 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

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

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

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

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

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

  • 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.

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

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

Technologies & Software

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

Alternative Job Titles