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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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles