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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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles