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Automation Risk Analysis

Will “Tobacco Sample Puller” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tobacco Sample Puller” 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 Sample Puller” 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.

  • 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.

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles