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Automation Risk Analysis

Will “Leather Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Leather Grader” 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 Grader” 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles