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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

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

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

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

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

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

  • 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.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

  • 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.

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles