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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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles