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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

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

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

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

  • 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.

  • 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.

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles