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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.

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles