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Automation Risk Analysis

Will “Metal Control Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Metal Control Worker” 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%

“Metal Control Worker” 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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles