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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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles