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Automation Risk Analysis

Will “Raw Sampler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Raw Sampler” 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%

“Raw Sampler” 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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles