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Automation Risk Analysis

Will “Snuff Container Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Snuff Container Inspector” 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%

“Snuff Container Inspector” 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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles