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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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles