However, in data analysis, a "composition" often treats labels, but a "profile" in visual reporting may be unordered. But given that each volcano is monitored separately and eruption events are distinguishable by location, we assume labeled assignments.

Thu, 16 Apr 2026 07:45:55 +0000

Understanding Composition vs. Profile in Data Analysis: A Key Distinction in Visual Reporting with Volcano Monitoring In data analysis, especially within complex domains like geoscience, clarity in labeling and interpretation is essential. Two related but distinct concepts—composition and profile—play an important role in how data is visualized and understood, particularly when tracking dynamic natural phenomena such as volcanic activity. While both terms involve categorizing data with labels, the treatment of labels and structure differ significantly between analytical frameworks like composition and visual reporting tools like profiles. ### Composition in Data Analysis: Ordered Label Assignments