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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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles