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Automation Risk Analysis

Will “Leather Parts Matcher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Leather Parts Matcher” 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%

“Leather Parts Matcher” 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles