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Automation Risk Analysis

Will “Forming Tube Selector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Forming Tube 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%

“Forming Tube 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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles