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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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

  • 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.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles