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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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles