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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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles