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Automation Risk Analysis

Will “Binder Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Binder 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%

“Binder 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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles