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Automation Risk Analysis

Will “Clothing Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Clothing 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%

“Clothing 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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles