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Automation Risk Analysis

Will “Fur Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fur 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%

“Fur 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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles