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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles