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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles