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Automation Risk Analysis

Will “Remnant Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Remnant Sorter” 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%

“Remnant Sorter” 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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles