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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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles