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Automation Risk Analysis

Will “Triple Air-Valve Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Triple Air-Valve 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%

“Triple Air-Valve 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 dials or meters to verify that equipment is functioning at specified levels.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

  • 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.

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles