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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles