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Automation Risk Analysis

Will “Tire Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tire Sorter” 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%

“Tire Sorter” 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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

  • 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.

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

Technologies & Software

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

Alternative Job Titles