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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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles