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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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

  • 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.

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles