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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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles