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Automation Risk Analysis

Will “Pipe Line 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 Line 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 Line 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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles