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Automation Risk Analysis

Will “Bullet Slugs Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bullet Slugs 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%

“Bullet Slugs 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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles