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Automation Risk Analysis

Will “Upper Leather Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Upper Leather 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%

“Upper Leather 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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles