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Marianne Patricia NatividadMN
Open to opportunities

Marianne Patricia Natividad

@mariannepatricianati

I build dbt pipelines and self-service analytics that turn complex data into decisions.

Philippines
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At Sovrun, I built dbt transformation pipelines from third-party APIs and custom scripts, orchestrated through AWS MWAA to power analytics and dashboards. I launched Metabase reporting for tokenomics, marketplace, and product analytics used by internal teams and external stakeholders.

I also automated portfolio reporting, partnered with back-end developers on production schema changes, and built SQL-based validation processes that ensured zero data loss or discrepancies during token-data migrations.

Previously at Shopee Philippines, I owned payments-related data requirements for settlements and developed reconciliation tools for payments, settlements, and refunds across markets. I created self-service data tooling that reduced redundant requests and enabled stakeholders to access data independently.

My foundation in financial-services risk management includes developing and validating ECL models and credit scorecards for bank loan portfolios. I bring end-to-end ownership from ingestion and modeling through stakeholder-facing analytics, using SQL, dbt, cloud orchestration, and AI-assisted development tools.

Experience

Work history, roles, and key accomplishments

SO

Data Strategy Lead

Sovrun

May 2022 - Jan 2026 (3 years 8 months)

Designed and built dbt transformation pipelines orchestrated via AWS MWAA, launched dashboards on Metabase, and automated reporting for portfolio tracking. Partnered with back-end developers to improve data accessibility and built data validation processes to ensure data integrity.

SC

Senior Associate, Financial Services Risk Management

SyCip Gorres Velayo & Co.

Jan 2017 - Aug 2020 (3 years 7 months)

Developed and validated ECL models and credit scorecards for bank loan portfolios, and facilitated knowledge transfer sessions on ECL modeling and credit scorecard methodologies.

Education

Degrees, certifications, and relevant coursework

Ateneo de Manila University logoAU

Ateneo de Manila University

Master in Applied Mathematics, Applied Mathematics

Master in Applied Mathematics with a major in Mathematical Finance.

Ateneo de Manila University logoAU

Ateneo de Manila University

Bachelor of Science, Applied Mathematics

Bachelor of Science in Applied Mathematics with a major in Mathematical Finance and a minor in Economics.

Tech stack

Software and tools used professionally

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