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Automation Risk Analysis

Will “Toll 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%

“Toll 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%

“Toll 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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles