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Automation Risk Analysis

Will “Armature Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Armature 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%

“Armature 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 machines that automatically measure, sort, or inspect products.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

Technologies & Software

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

Alternative Job Titles