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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

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

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

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

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles