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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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles