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Automation Risk Analysis

Will “Pipe Line Walker” 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 Walker” 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 Walker” 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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles