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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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles