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Automation Risk Analysis

Will “Garment Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Garment 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%

“Garment 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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles