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Automation Risk Analysis

Will “Garment Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Garment Inspector” 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 Inspector” 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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles