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Automation Risk Analysis

Will “Green 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%

“Green 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%

“Green 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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles