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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles