The motivation behind SHIELD is to decrease premature mortality from NCDs by providing personalized preventive care, stratification, and early interventions aimed at mitigating the risk and progression of cardiovascular disease (CVD) and diabetes. SHIELD utilizes the power of AI to create a beyond state-of-the-art model for risk identification and stratification, a feedback and self-monitoring tool for both individuals and clinicians, and an evidence-based behavioral change intervention delivered via the SHIELD app.