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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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles