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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

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

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

  • 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.

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles