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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

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

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

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

  • 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.

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles