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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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles