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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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles