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Automation Risk Analysis

Will “Stummel Selector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Stummel Selector” 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%

“Stummel Selector” 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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles