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Automation Risk Analysis

Will “Rubber 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 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 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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles