WP. Kuala Lumpur, Federal Territory of Kuala Lumpur, Malaysia
Data/ai engineering(test automation/ai security penetration test, cost management, ai trust by design), data design/analytic, Data management, governance, quality , advanced analytic, ML, architecture and data strategy, IT/OT data (IOT) Industry Universal Data modelling, NoSql data models Working experience at Msia, Sgp, Beijing, Shanghai and UK Enterprise scale (up to 10k users)power bi (premium capacity) analytic democratization and governance (guardrail and guideline) Enterprise business glossary and Data quality at scale Responsible AI, AI Data privacy Business rule engine/Complex event processing (AML/Real time Marketing) Co-writer for ibm advanced analytic document(usa) 3 lines of defence; system of entry controls; cross border data sharing Multi cloud deployment; self serve bi for cloud and on prem Data Fabric/lakehouse architecture building blocks for both structured and unstructured data, modern data stacks Global hub and spoke master data management (Global + country level) Global data mgmt and governance assessment with roadmap planning Agile/Azure DevOps, EA(Zachman/TOGAF), management consulting approach
CX 360 Design and development Data and AI governance solutioning and operating model Telco network site profitability analysis and automation AI system risk assessment , tiers and controls AI engineering on test automation(functional/security), cost management AI development playbook: AI trust by design
Metadata foundation Data and AI governance measures Systems metadata repository Internal advisor on MDM and governance tech
Leading Mdm, ODS/cdc and SAS analytic Data lake ecosystem planning and strategy Regional reporting solution Data fabric/LLm with knowledge graph
• 3 years roadmap and strategy; Data infra investment, resources, and ROIs • Data strategy and workshops planning plus execution. • Data liberation: data analytic, data modeling and BI self-services • AI analytic application and Natural language query data liberations • APAC dashboard design and prototyping; data modeling incl. RFM and other analytic • Power BI governance framework incl. Access control and Content endorsement for 10000 users deployment • Source system control framework and establishment of CDEs • Hands-on data governance tooling POC with Purview and PBI premium capacity • Plan and lead the Power BI governance framework initiative. • Power BI Backend metadata data modeling, metadata extraction and Power BI API automation • Power BI Premium capacity - Performance improvement – Identification, harmonization and resolution • Power BI dataset endorsement – formation of review council and certification criteria checklist with workflow • Data leakage prevention of data contents with Ms Purview information protection and Defender (suspicious activities)
• Leading design and development for Data Lakehouse on dual cloud (Azure and AWS) • Directly and indirectly manage about 40 resources • Group wide data quality and business glossary implementation program (Talend) • Introduced 3 lines of "detective" data governance defense and guardrails from international audit standard • Self-serve Semantic layer design and architecture • Multi region and multi-tenancy design and implementation to host data platform • Collaborative data modeling tool implementation • Data catalog and data tokenization integration (Protegrity) • Data Integration framework (batch control, hard rule - for exception, alert/monitoring) • Change data capture implementation with as SAP ECC as source • IOT data modeling (CHIFOS data modeling) and knowledge graph ontology (Poolparty) reviews • Unstructured data - content extraction and data modeling; with glossary integration
architecture , strategy and int• Enterprise data model as enterprise-wide communication tool for scoping and quick understanding; saved multi million compared similar initiative by competitor • Structured data strategy for 2021 & 2022 formation with input from 20+ leads and senior managers • "Greater" data warehousing eco-system formation with building blocks • Enterprise data governance solution blueprint with integration with existing data catalogue, data quality as well as integration knowledge management Wiki portal • Lead and running data governance assessment to scan 3000 applications and performed selective assessment on about 10 applications in about 4 months • Retooling PoolParty from taxonomy search based solution to AI/Knowledge management tool egration
• Data management and Data governance assessment for Opcos(Done for Dialog & ROBI-2019) • Designed new assessment and quick-win approach based on DMBOK for Data Management Strategy 2.0 • Data governance and data quality requirements gathering on CDE, Architecting data ingestion(data/metadata/lineage) and data model for EDG platform • Regional data management strategy planning with ground study and assessment starting mid/end July (Nepal) • Data Quality Product owner for project Axon (Celcom Axiata) • Unified data model proposal for data management, analytic and AI • Hybrid cloud implementation evaluation • Advisor on Optimization of data engineering ETL and data science pipeline • GitHub version control standardization • Solutioning on Data quality, data governance tooling for regional Opcos • Prototyping for consolidation of data warehouse and data lake workload into single platform for Opco • Assuming role as DQ trainer; prepare course content and e-learning materials