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Automation Risk Analysis

Will “Iron Assorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Iron Assorter” 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%

“Iron Assorter” 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.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles