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Automation Risk Analysis

Will “Tire Classifier” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tire Classifier” 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 Classifier” 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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • 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.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles