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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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles