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Automation Risk Analysis

Will “Cloth Printing Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cloth Printing 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%

“Cloth Printing 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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles