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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles