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Automation Risk Analysis

Will “Armature Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Armature Tester” 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 Tester” 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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles