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Automation Risk Analysis

Will “Crayon Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Crayon 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%

“Crayon 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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

Technologies & Software

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

Alternative Job Titles