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Automation Risk Analysis

Will “Binder Selector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Binder Selector” 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 Selector” 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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles