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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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles