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Automation Risk Analysis

Will “Sampler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“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%

“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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles