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Automation Risk Analysis

Will “Linen Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Linen Grader” 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 Grader” 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles