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Automation Risk Analysis

Will “Rubber Goods Tester” 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 Tester” 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 Tester” 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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles