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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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles