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Automation Risk Analysis

Will “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%

“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%

“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

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

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

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

  • 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.

  • 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.

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles