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Automation Risk Analysis

Will “Leak Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Leak Inspector” 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 Inspector” 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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles