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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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles