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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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles