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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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles