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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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles