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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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles