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Automation Risk Analysis

Will “Leak Hunter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Leak Hunter” 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 Hunter” 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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • 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.

  • Position products, components, or parts for testing.

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

  • 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.

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles