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Automation Risk Analysis

Will “Leak Detector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Leak Detector” 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 Detector” 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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles