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Automation Risk Analysis

Will “Capsule Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Capsule 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%

“Capsule 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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles