A governed semantic foundation on Fabric and Databricks so leaders self-serve and analysts stop firefighting reports.
- Microsoft Fabric
- Databricks
- Dataflows
MBBS · MSc (LSE, LSHTM) · PMP · MCT · FRSS
Takes enterprise data and AI products from business case to production, including generative and agentic AI. Designs AI agents, copilots and LLM-based workflows that run on governed lakehouse data in Microsoft Fabric and Databricks, with retrieval (RAG), evaluation and human-in-the-loop controls built in. Delivers semantic models, machine learning and predictive analytics for supply chain, sustainability (ESG and Scope 3), and health and safety across six regions. Leads cross-functional Agile delivery with engineering, finance, regulatory and clinical stakeholders, and builds the AI business case, risk assessment and governance that get programmes funded and approved. Medical doctor and health economist by training, PMP and Microsoft Certified Trainer.
Select a project for the challenge, the solution and the outcome.
A governed semantic foundation on Fabric and Databricks so leaders self-serve and analysts stop firefighting reports.
End-to-end integration across three planning systems for one supply chain view.
Consistent ESG and Scope 3 tracking across six regions for regulatory reporting.
One intelligence platform for workforce health data that used to be scattered by region.
A/B experiments and predictive models that improved product performance and cut process waste.
Validation frameworks and automated checks that kept a large system migration loss-free and audit-ready.
First firm-level and aggregate financial analysis across 700 branches, on a new star-schema warehouse.
Moved a paper voucher scheme to a mobile app, more than doubling uptake of health screening.
Insurance analysis across firms, providers and beneficiaries that surfaced fraud and lifted provider performance.
Medicine, public health, insurance, financial services and energy.
Delivers the unified Fabric and Databricks data platform, global demand planning, sustainability and health MI across six regions; runs sprints for a cross-functional team of 12 with 95% on-time delivery.
Leads the Chartered Accountants ANZ masterclass modules in Data Analytics and Insight, and Risk, Technology and AI.
Analytics consultancy and training in healthcare, financial modelling and reporting automation, and project and risk management.
Led financial and risk analytics across 700 branches and a team of 15, building a star-schema warehouse and Power BI reporting to ISO 8000.
Lead developer for Power BI reporting.
Full-time postgraduate study in London during a career break (Yayasan Khazanah).
Led a team of 12 to digitalise health screening (+150% YoY), identified $2M in fraudulent claims and moved executive reporting from Excel to Power BI.
Clinical service, and automated staffing and logistics reporting to plan hospital resources through the peak of COVID-19.
Lead instructor on the professional qualification masterclass. 100+ students with a 97% pass rate against 87% globally.
Intermediate to advanced courses for 500+ clients across finance, healthcare and the public sector.
Foundations of epidemiology and biostatistics for healthcare professionals.
London School of Economics and London School of Hygiene and Tropical Medicine
Jordan University of Science and Technology
Microsoft · PL-300 · 2023
Microsoft · DP-600 · 2023
Microsoft · DP-700
Project Management Institute
Microsoft
Royal Statistical Society · 2023
Microsoft · PL-300 · 2023
Microsoft · DP-600 · 2023
Microsoft · DP-700
Microsoft · 2023
Microsoft · 2023
Microsoft
Amazon Web Services · 2023
Tableau
Google · 2023
Google Cloud
Project Management Institute
Microsoft
The FinOps Foundation · 2024
International Monetary Fund · 2024
NIOSH
ABIME
Universiti Malaya
Royal Statistical Society · 2023