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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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles