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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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles