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Automation Risk Analysis

Will “Compressed Gas Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Compressed Gas 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%

“Compressed Gas 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles