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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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles