# 6.3 Anonymization & Aggregation When participation is enabled, data is processed at the **system level**, not the individual level. VIBE does not operate on personal profiles or identifiable records.\ Contribution only becomes meaningful once individual context is removed. #### **Anonymization First** Before any data is included in broader analysis: * Personal identifiers are stripped * Individual records lose traceability * No single user remains distinguishable At this stage, data no longer represents a person, only a pattern. #### **Aggregation Over Extraction** VIBE does not analyze users.\ It analyzes **groups**, **trends** and **signals**. ```powershell Individual Data → Anonymized Units → Aggregated Insight ``` No conclusions are drawn from isolated behavior.\ Only collective patterns are used to inform frameworks, categories and future platform logic. #### **Why This Matters** Wellness data without context is misleading.\ Wellness data with identity is risky. Aggregation allows insight without exposure. #### **What Aggregation Is Not** * Not behavioral profiling * Not individual scoring * Not predictive modeling on single users The system improves without learning who you are. --- # Agent Instructions: Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://vibe-6.gitbook.io/vibe-docs/6.-data-and-user-control/6.3-anonymization-and-aggregation.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.