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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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles