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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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles