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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

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles