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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles