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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

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles