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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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles