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Automation Risk Analysis

Will “Leakage Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Leakage 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%

“Leakage 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

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

  • 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.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles