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Automation Risk Analysis

Will “Glove Pairer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Glove Pairer” 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%

“Glove Pairer” 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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles