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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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

  • Position products, components, or parts for testing.

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

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

  • Grade, classify, or sort products according to sizes, weights, colors, or other 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 defect percentages or averages, using formulas and calculators.

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

Technologies & Software

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

Alternative Job Titles