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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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles