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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

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

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles