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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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • 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.

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles