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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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles