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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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles