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Automation Risk Analysis

Will “Paper Cone Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Paper Cone 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%

“Paper Cone 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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles