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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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles