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Automation Risk Analysis

Will “Klystrom 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%

“Klystrom 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%

“Klystrom 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

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

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

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

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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles