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Automation Risk Analysis

Will “Rubber Stamp Dies 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 Stamp Dies 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 Stamp Dies 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

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

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

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

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles