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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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles