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Automation Risk Analysis

Will “Line Rider” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Line Rider” 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 Rider” 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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles