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Automation Risk Analysis

Will “Fur Repair Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fur Repair Inspector” 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 Repair Inspector” 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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles