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Automation Risk Analysis

Will “Oxygen System Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Oxygen System 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%

“Oxygen System 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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles