Selected Projects

Anonymized overview of key engagements demonstrating expertise in AI platform development, data analytics, risk transformation, and sustainable systems. Projects emphasize resilient, scalable solutions with measurable ROI in high-stakes environments.

Professional & Commercial Projects

Selected engagements demonstrating delivery of scalable systems, ROI, and high-stakes execution in enterprise environments.

AI FinTech Platform Development

2021 – Present (Founder & Lead)
  • Architected multi-tenant AI platform on GCP for real-time IoT integration and generative financial modeling.
  • Secured pre-seed funding and scaled operations across 4 jurisdictions, achieving 24% client ROI through automation.
  • Engineered secure data integrations using PostgreSQL and specialized APIs, ensuring compliance with international data residency and privacy laws (GDPR/PDPA).
  • Authored WIPO Patent (WO2022240365) for AI-driven optimization in smart infrastructure.

Deep-Tech Portfolio Management

2018 – 2019 (Project Manager)
  • Managed technology portfolio of a $25M deep tech incubator for AI-enabled applications, from requirements to production.
  • Optimized Salesforce integrations, ticket management systems, and APIs for 2,000+ companies, enforcing good governance standards.
  • Reduced bottlenecks using Agile methodologies, improving delivery timelines in institutional settings.

Solar Hardware Startup Advisory

2017 – 2019 (Advisor)
  • Defined and implemented product development processes and provided strategic advice on stakeholder management and vendor selection for cross-cultural deployments.

Solar Infrastructure Scaling

2015 – 2017 (Senior Manager)
  • Directed product management and business development for solar energy offerings, resulting in 2x revenue growth.
  • Managed $2M procurement budget for solar components, achieving over 40% savings.
  • Created strategic roadmaps increasing sales by 15% and margins above industry average.

Minining Improvements (200 hours)

2014
  • Created analytics models for new energy technologies, cutting energy costs by 12% for a mining client.

Conflict Minerals Compliance Support

2014 (28 hours)
  • Developed Excel VBA tools to consolidate supplier survey results and aggregate product lists.
  • Summarized research on policy statements for pharmaceutical compliance.
  • Ensured data quality for regulatory reporting in sustainability initiatives.

SIEM Network Modeling

2014 (100 hours)
  • Modeled Internet Protocol (IP) networks using ArcSight for security incident management.
  • Developed naming conventions and formalized Internet Protocol (IP) ranges for subnets.
  • Built foundational knowledge for network and asset model implementation.

Journal Entry Testing Analytics

2014 (Multiple projects, 225+ hours)
  • Modified analytics tools for audit support across manufacturing and financial sectors.
  • Resolved reconciliation issues and prepared summary reports for audit teams.
  • Applied data analytics to ensure compliance in high-volume transaction environments.

Data Quality Evaluation & Lineage

2013 – 2014 (316 hours)
  • Evaluated risk data quality and developed lineage models to map data flows.
  • Analyzed issues using SQL and ACL, quantifying financial impacts.
  • Created process diagrams to support integrity improvements in agricultural finance systems.

Mortgage Compensation Stabilization

2013 (488 hours)
  • Performed data reconciliation across multiple systems to identify root causes of discrepancies.
  • Prepared weekly presentations of findings with technical explanations for senior stakeholders.
  • Contributed to stabilizing critical financial processes in a high-complexity risk transformation program.

Academic & Research Projects

University-affiliated research, capstones, sponsored projects, and teaching-related development work.

Geospatial AI Vision System

2024 (Principal Investigator)
  • Led sponsored research to develop CNN-based system for automated detection in satellite imagery.
  • Built data pipelines and models for image classification, bridging research with commercial deployment.
  • Delivered patented-IP-aligned product from charter to implementation, focusing on sustainable resource management.

IoT-Based Positioning System

2021 (MSc Capstone)
  • Developed method for coarse-grained positioning of inanimate objects using IoT sensor data and machine learning.
  • Focused on practical applications in smart infrastructure and indoor environments.

Simulation & Modeling Techniques

2020 (Multiple)
  • Reviewed literature on traffic simulation methods and models.
  • Simulated telecommunication networks and business processes like tourist agencies.

Software Defined Networking Project

2020 (Multiple)
  • Explored SDN principles for network centralization and automation.
  • Analyzed efficiency improvements in scalability and management.

IoT Device Detection via Electromagnetic Radiation

2020
  • Researched detection and identification of IoT devices based on electromagnetic signals.
  • Contributed to advancements in network security and IoT management.

Database Optimization Projects

2020 (Multiple)
  • Optimized large databases using TPC-H benchmarks and serialization analysis.
  • Worked with XML technologies for data structuring and transformation.
  • Applied functional dependencies and normalization for relational database efficiency.

Enterprise Architecture for Digital Transformation

2020
  • Aligned enterprise architecture with digital innovation strategies.
  • Focused on increasing agility and competitiveness in retail sectors.

Individual Project (Undergraduate Capstone)

2014-2015
  • Conducted independent research or design project in civil engineering, culminating in report and presentation.
  • Focused on real-world application, potentially in sustainable systems or infrastructure.
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