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Automation Risk Analysis

Will “Tube Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tube 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%

“Tube 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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles