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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

  • 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.

  • 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.

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

  • 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.

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles