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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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles