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Automation Risk Analysis

Will “Rubber Goods Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Rubber Goods 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%

“Rubber Goods 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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles