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Handling Missing Data Ethically
1 - Non-Penalization Strategies
- Fair Assessments: Avoid negative outcomes for incomplete sensor data.
- Confidence Annotation: Label results with clarity about data completeness.
- Equality of Opportunity: Preserve access to system benefits regardless of data volume.
2 - Respecting User Choices
- Optional Participation: Allow opting out of specific streams (e.g., wearable or microphone data).
- Informed Decisions: Educate users on how more data can yield deeper insights.
- Privacy Respect: Honor requests to disable or remove any data source.