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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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles