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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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles