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Automation Risk Analysis

Will “Paper 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 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 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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles