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Automation Risk Analysis

Will “Leak Detector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Leak Detector” 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%

“Leak Detector” 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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

Alternative Job Titles