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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

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

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

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

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

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

  • 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.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles