I am an AI and healthcare data science leader with over 15 years of experience, specializing in developing advanced AI/ML solutions, knowledge graphs, and digital health strategies. I have worked extensively in the domains of personalized medicine, population health, and AI ethics, particularly within the healthcare sectors in Singapore and India.
- Expertise: AI/ML in Healthcare, Knowledge Graphs, Personalized Medicine, Population Health, AI Ethics.
- Current Focus: Digital twins, healthcare analytics, and AI ethics frameworks in healthcare.
- Publications: 20+ scientific papers, 1000+ citations, h-index: 9. View Publications
- Patents: 5 international patents for AI/ML applications in healthcare. View Patents
Here are a few highlighted projects that represent my journey in AI and healthcare:
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Healthcare Digital Twins: Developed and deployed digital twin models at Holmusk to simulate patient journeys and healthcare interventions, enabling real-time decision-making for clinical outcomes and remote health monitoring.
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AI-Driven Knowledge Graphs: At PatSnap, I led the development of AI-powered knowledge graphs that integrate multi-modal data (e.g., genomics, IoT, and clinical records) to generate healthcare insights and inform strategic R&D decisions in life sciences.
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Population Health Models: At PwC and Holmusk, I worked on building AI-driven population health models that leverage real-world data (EHR, SDoH, claims) to predict disease risks, optimize treatment protocols, and improve healthcare delivery for national health systems in Singapore and India.
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Data Governance and Quality Frameworks: As Lead Data Scientist at Holmusk, I designed and implemented data governance frameworks in Databricks, enabling enhanced data quality management and efficient deployment of AI/ML solutions for healthcare clients.
- Programming Languages: Python, R, SQL
- Data Platforms & Tools: Databricks, Neo4j, TensorFlow
- Specializations: Knowledge Graphs, NLP, AI in Healthcare, Data Analytics
- Healthcare IT: Healthcare IT & Analytics Program Management, Population Health Models, Predictive Analytics
- AI/ML Expertise: AI/ML Model Development, Data Product Development, Digital Twins, Personalized Medicine
- Management & Leadership: Stakeholder Engagement, Cross-Functional Team Leadership, Strategic Planning, Leadership
- LinkedIn: Shivshankar Umashankar
- Google Scholar: Publications