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Automation Risk Analysis

Will “Ampoule Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Ampoule 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%

“Ampoule 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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles