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Automation Risk Analysis

Will “Bad Cloth Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bad Cloth Checker” 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%

“Bad Cloth Checker” 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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles