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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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

  • 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.

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles