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Automation Risk Analysis

Will “Tobacco Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tobacco Grader” 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 Grader” 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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles