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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

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles