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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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles