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Automation Risk Analysis

Will “Sample Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sample 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%

“Sample 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

  • 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.

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles