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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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles