Designed and implemented integration workflows between on-premise systems and cloud platforms (Snowflake, AWS Redshift, Azure).
Developed data mapping and transformation logic for master data synchronization across ERP and analytics systems.
Built secure, compliant integration architectures aligned with governance and audit standards.
Automated deployment and monitoring of integration pipelines using Python, SQL, and CI/CD tools.
Collaborated with cross-functional teams to translate business requirements into technical specifications for scalable integration solutions.
Volunteering project: ReDI School of Digital Integration (tech support for existing LAB framework)
Jul 2024 - Feb 2025
8 months
Philippines
Senior Data and Analytics Business Intelligence Developer
IQ-EQ Global Investor Services
Gained foundational understanding of SAP integration patterns through exposure to Investran (functionally similar to SAP BW) and SAP CPI middleware—positioning for rapid onboarding into BW/4HANA and S/4HANA environments.
Designed data models compatible with ERP-centric analytics, with architecture principles transferable to SAP Datasphere and S/4HANA embedded analytics.
Analytics solutions directly informed sales performance tracking, pricing strategy, and customer segmentation for B2B and B2C channels.
Integrated Investran ERP with cloud analytics platform, enabling unified views of client, contract, and revenue data.
Designed and executed data loading and transformation processes for financial and operational datasets.
Developed integration scripts and specifications for ERP-to-cloud data flows.
Ensured audit-ready documentation and compliance for all integration deliverables.
Dec 2022 - Jul 2024
1 year 8 months
Philippines
Senior Data Analyst
Ernst and Young
Collaborated with IT Controlling to estimate cloud infrastructure costs for analytics platform migration (Snowflake + Power BI), optimizing spend by 20% through right-sizing and archival strategies.
Prioritized backlog items based on business impact vs. implementation cost during roadmap planning at EY.
Led the design and rollout of a scalable analytics foundation (dbt + Snowflake) adopted by 10+ markets, enabling self-service sales reporting and reducing ad-hoc requests by 70%.
Enabled promotion-aware targeting by connecting campaign exposure data with purchase behavior, increasing conversion efficiency and reducing wasted ad spend.
Synthesized complex customer journey data into executive-ready insights, driving 20% higher engagement and informing global marketing strategy.
Delivered executive-facing dashboards on campaign ROI and customer lifetime value, supporting commercial budget allocation and deal prioritization.
Processed semi-structured customer journey data from web, email, and social channels into unified analytical models and defined conversion events—laying groundwork for attribution modeling and cohort analysis.
Processed semi-structured web/social data (JSON, logs) into structured analytical models—experience directly applicable to unstructured data ingestion in Azure Data Lake.
Optimized data flows to eliminate redundant processing and storage, improving system efficiency and reducing computational waste—principles directly applicable to minimizing physical waste in supply chains.
Played a key role in the data-driven culture implementation by creating data models in the Power BI service to connect 10+ customer touchpoints across multiple channels (email marketing performance, social media metrics, web analytics, etc.).
Championed post-implementation reviews and process refinements to institutionalize best practices.
Acted as the bridge between technical and non-technical stakeholders—ensuring data requirements are understood, implemented, and validated across cross-functional teams (analogous to Engineering, Supply Chain, and Quality in EPC).
Performed descriptive and diagnostic analytics to identify operational bottlenecks and revenue drivers.
Feb 2020 - Dec 2022
2 years 11 months
Philippines
Data Engineer
Infor
Led end-to-end delivery of cloud analytics integration project (Infor Snowflake), managing scope, timeline, and external vendor coordination.
Acted as primary liaison between Finance, Sales, and IT stakeholders to align KPI definitions and data architecture—reducing metric disputes by 90%.
Built predictive model to identify high-value customers at risk of churn—directly supporting retention strategies and protecting revenue streams in competitive markets.
Owned end-to-end data product lifecycle—from requirement gathering with Sales Ops to deployment and user training—for CRM analytics pipeline.
Designed a certified semantic layer in Power BI (aligned with Kimball methodology) that served as the single source of truth for commercial KPIs—directly transferable to Tableau semantic modeling.
Designed and governed enterprise-grade data architecture (logical/physical models, data flows) on cloud data warehouses (Snowflake, AWS Redshift) using star schema modeling, enabling scalable analytics and self-service reporting.
Defined data ingestion rules, metadata standards, and lineage protocols to ensure compliance, auditability, and trust in metrics—laying groundwork for a centralized data lakehouse approach.
Architected secure, compliant data platforms aligned with TOGAF principles, integrating on-prem and cloud systems to support master data management (e.g., financial instruments)—directly transferable to SAP Datasphere/S/4HANA integration scenarios.
Analyzed product and customer profitability to inform pricing, retention, and cross-sell strategies—contributing to 10% revenue growth.
Worked with Infor ERP (financial & sales modules) to extract contract, customer, and revenue data—enabling CRM-linked financial reporting.
Designed CRM snapshot pipelines to enable trend and cohort analysis—laying groundwork for demand forecasting and customer behavior prediction in supply chain context.
Developed and maintained dbt models in Snowflake, implementing data tests, documentation, and lineage tracking—ensuring reliability of critical business metrics.
Owned master data governance for customer and product hierarchies, ensuring consistency and compliance across ERP and analytics systems—paralleling static data management for financial instruments.
Designed and deployed a cloud-based data lake (S3) and warehouse (Snowflake) architecture, integrating ERP and e-commerce systems—improving data accuracy by 35%.
Performed root-cause and trend analysis on customer and operational data to uncover fraud risks, drop-off points, and optimization opportunities—directly improving security and conversion.
Integrated ERP and e-commerce data to build unified service views, enabling 35% higher data accuracy for customer-facing teams.
Reduced operational effort by 50% through process automation, while improving data accuracy by 35%—directly supporting business performance and service excellence.
Jan 2019 - Jan 2020
1 year 1 month
Philippines
Data Analyst
Ecorenew Group
Collaborated with Logistics and Supply Chain teams to define data standards for physical asset attributes (location, status, utilization)—directly transferable to telematics and asset performance reporting.
Integrated e-commerce platforms (Amazon, Mazuma) with analytics systems—ensuring accurate sales, returns, and product performance tracking.
Collaborated with product, customer service, and finance teams to develop data-driven strategies, resulting in a 20% improvement in decision-making efficiency.
Co-developed a data-driven pricing engine that optimized price points across product categories, improving gross profitability by 10%—directly supporting revenue growth management goals.
Enabled data-backed strategies that contributed to a 15% increase in operational efficiency across departments.
Developed time-series–informed sales forecasts using historical transaction data, improving accuracy by 25% and supporting inventory and logistics planning.
Defined data requirements for the Mazuma Integrated eMarketplaces System, resulting in the successful reimbursement of 97 removal orders returned to the warehouse from Amazon UK, totaling £1,898 over an 8-month period.
Streamlined the returns management process between Amazon UK Warehouse and Ecorenew Group’s global warehouses, reducing processing time by 30% through the development of the Returns Management System web application.
Languages
Tagalog
Native
English
Advanced
German
Elementary
Education
Mar 2025 - Aug 2026
Deggendorf University of Applied Sciences
M.Eng Applied AI for Digital Production Management · Applied AI for Digital Production Management · Deggendorf, Germany
Feb 2021 - Feb 2025
Mapua University
M.Sc. Business Analytics · Business Analytics · Philippines · 1.3