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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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles