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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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

  • 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.

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles