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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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles