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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles