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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

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles