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Automation Risk Analysis

Will “Bisque Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bisque 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%

“Bisque 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles