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Automation Risk Analysis

Will “Linen Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Linen 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%

“Linen 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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles