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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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles