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Automation Risk Analysis

Will “Pipe Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Pipe 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%

“Pipe 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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles