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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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles