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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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles