Ethical Considerations ===================== Research Ethics ------------- Ethical principles guiding the research. Data Privacy ---------- Privacy protection measures: * Data anonymization * Secure storage * Access controls * Data retention policies Participant Protection ------------------- Measures to protect research participants: 1. Informed Consent ~~~~~~~~~~~~~~~~~ * Clear communication * Voluntary participation * Right to withdraw 2. Risk Management ~~~~~~~~~~~~~~~~ * Risk assessment * Mitigation strategies * Support protocols 3. Data Rights ~~~~~~~~~~~~ * Access rights * Data correction * Data deletion Compliance Framework ----------------- Regulatory compliance measures: * GDPR compliance * Research ethics guidelines * Institutional requirements * Industry standards