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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

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

  • 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

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

Alternative Job Titles