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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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

Alternative Job Titles