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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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles