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Automation Risk Analysis

Will “Scrap Separator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Scrap Separator” 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%

“Scrap Separator” 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles