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Automation Risk Analysis

Will “Fur Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fur Sorter” 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 Sorter” 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

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

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles