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Note: This is a public version with certain details removed for privacy. For a comprehensive resume including specific project metrics and contact details, please reach out via email or LinkedIn.
Work Experience
Data & Analytics Manager | Site Lead, PSO Southeast Asia
Leading Google Cloud's Data Analytics practice while serving as Site Lead overseeing cross-practice delivery governance in Southeast Asia across Data & Analytics, AI, Infrastructure, Security, Enterprise Architecture, and Application Modernization.
- Direct a \$ XXM+ Data Analytics delivery portfolio across JAPAC while simultaneously overseeing a \$ XXM+ cross-practice delivery portfolio as Site Lead for Southeast Asia
- Published multiple technical innovations including FTCS (Field-Theoretic Context System), ETLC (Extract, Transform, Load, Contextualize) and ARTEMIS frameworks
- Led critical interventions for strategic accounts across JAPAC including major financial services and consumer electronics manufacturers
- Executed high-value projects including 12K+ user analytics migrations, first Data & AI Centers of Excellence, and Data Monetization Platforms
- As co-Site Lead, scaled regional delivery excellence contributing to 100% annual revenue target attainment with 97% CSAT
- Spearheaded the first \$X million Sovereign GenAI Transformation program, delivering across 20+ government agencies within 3 months
Principal Engineer - Data & Analytics Transformation
Led enterprise-wide AI and data platform development serving 11 markets and 1200+ global users, delivering technical excellence while influencing C-suite data strategy.
- Delivered a Self-Service ML Platform that reduced model development time from 6 months to 1 week
- Designed credit risk AI models integrating alternative data sources, improving accuracy by 15%
- Modernized MarTech infrastructure, driving 30% increase in customer acquisition
Principal Data Engineer / Solution Architect
Architected enterprise-scale data solutions for Fortune 500 clients across APAC, designing scalable platforms with measurable business impact.
- Engineered 5 high-performance data lakes processing 1.2 PB/hour, achieving 20% optimization
- Built real-time fraud detection systems, reducing false positives by 60% and saving $XM annually
- Designed enterprise architectures supporting global Fortune 500 clients across APAC
Software Engineering, Architecture and Technical Consulting Roles
Progressively advanced through roles in software development, systems integration, and technical consulting within financial services and algorithmic trading domains.
Education
Publications & Technical Disclosures
ETLC: A Context-First Approach to Data Processing in the Generative AI Era
A comprehensive whitepaper introducing ETLC (Extract, Transform, Load, Contextualize), adding semantic, relational, operational, environmental, and behavioral context to data pipelines.
Field-Theoretic Context System (FTCS)
An innovative approach modeling context as interacting fields rather than discrete states, enabling natural context flow and dynamic evolution through partial differential equations.
ARTEMIS - Adaptive Multi-agent Debate Framework
Technical disclosure on an adaptive framework for multi-agent decision systems using structured debate protocols to enhance enterprise decision-making.
Data Monetization Strategy for Enterprises
A comprehensive framework for enterprises to transform data into economic value, establishing methodologies now implemented across multiple JAPAC organizations.
OConsent: Open Consent Protocol for Privacy and Consent Management with Blockchain
A blockchain-based protocol for transparent personal data processing, enhancing user control and compliance with data privacy regulations.
Skills & Technologies
Technology Leadership & Strategy
Data Engineering & Architecture
Generative AI & Machine Learning
Cloud Platforms & Infrastructure
Programming & Development
Notable Projects
AI Metacognition Toolkit
Production-ready framework for systematic reasoning in AI systems - enabling transparent, metacognitive decision-making at scale. A Python toolkit for detecting and analyzing when AI models exhibit self-awareness and behavioral shifts.
- Bayesian situational awareness detection with KL divergence measures
- Counterfactual chain-of-thought analysis for causal reasoning attribution
- Real-time production monitoring with automated alerting on behavioral divergence
- Available on PyPI • 275 tests • 95% code coverage
Open Location Proof Protocol
A privacy-aware open protocol for non-repudiable location verification in physical or virtual spaces.
- Cryptographically secure yet privacy-preserving protocol
- Fully decentralized architecture resistant to tampering
- Published comprehensive specifications for industry adoption
OConsent - Open Consent Protocol
An open-sourced transparent, fast, and scalable protocol for managing user consent and privacy on public blockchains.
- Blockchain-based solution for transparent consent management
- GDPR-compliant with automated audit capabilities
- Granular control over personal data usage
ISO8583 Simulator
A high-performance Java-based simulator for ISO 8583 financial messaging, used by banks and payment processors.
- Supports multiple ISO 8583 versions and custom formats
- Advanced performance testing with configurable load profiles
- Modular architecture supporting multiple protocols