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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles