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Automation Risk Analysis

Will “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%

“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%

“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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles