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Automation Risk Analysis

Will “Air Value Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Air Value 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%

“Air Value 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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

  • Position products, components, or parts for testing.

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles