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Automation Risk Analysis

Will “Tobacco Sampler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tobacco 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%

“Tobacco 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

  • 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.

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles