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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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles