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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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles