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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles