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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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

  • 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.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles