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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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles