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Automation Risk Analysis

Will “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%

“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%

“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

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

  • 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.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles