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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

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

  • 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.

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles