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Automation Risk Analysis

Will “Paper Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Paper 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%

“Paper 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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles