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Automation Risk Analysis

Will “Cheese Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cheese 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%

“Cheese 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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles