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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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles