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Automation Risk Analysis

Will “Towel Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Towel 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%

“Towel 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles