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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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • 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.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles