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Automation Risk Analysis

Will “Tire Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tire 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%

“Tire 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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles