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Automation Risk Analysis

Will “Cigarette Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cigarette Tester” 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%

“Cigarette Tester” 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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles