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Automation Risk Analysis

Will “Tobacco Classer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tobacco Classer” 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 Classer” 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles