This service helps organizations design and deploy data-driven projects that comply with ethical principles and legal regulations. It provides guidance on data protection, GDPR compliance, risk assessment, and responsible AI practices across a project’s lifecycle. Tailored for industry, research, and public sector initiatives, this service supports impact assessments, consent models, and governance frameworks in the usage of sensitive and large-scale social data. By integrating ethical and legal considerations at an early development stage, SoBigData reduces compliance risks, builds trust with stakeholders, and enables the safe, sustainable adoption of advanced analytics and AI solutions.