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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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles