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Automation Risk Analysis

Will “Fur Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fur Examiner” 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 Examiner” 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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles