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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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles