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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

  • 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.

  • 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.

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles