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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

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • 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.

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles