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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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles