MotivationX User

Independent data consulting and architecture services.

Teach SQL, Python, and Power BI to cohorts of 20-25 students. Appointed Practice Lead in May 2022.

Led CDI transformation, defining a 2-3-year roadmap and modernizing legacy pipelines across an estate of 2,000+ tables and 250+ pipelines, with Databricks migration and governed golden-layer data products. Established domain architecture and governance for Customer, Product, Campaign, and Transaction data.

Built PIMCO Accounting Yield (PAY) 2.0 reporting, delivering 20x faster performance and 5x greater cost efficiency. Engineered Snowflake reporting marts and dbt transformations, and introduced dbt CI, automated testing, and documentation practices.

Designed data platform foundations from ingestion through analytics, developing ELT pipelines and dbt models for product and stakeholder reporting.

Owned architecture of analytics pipelines, integrating marketing and product data and establishing reusable reporting models.

Delivered data platform transformations and governance/documentation practices to strengthen BI consistency and adoption.

Built and operated ELT pipelines across 10+ sources, developing tested dbt dimensional models, Power BI dashboards, and reverse-ETL data products.

Partnered with product teams on experimentation, KPI frameworks, A/B test evaluation, and reusable data pipelines and dashboards.

Analyzed product and marketing performance, designed experimentation approaches, and developed predictive models and Looker monitoring.

Led the ClickHouse-to-BigQuery migration from a subsidiary to its parent group, aligning warehouse models and reporting needs. Developed dimensional and semantic models and reusable dbt transformations, and contributed to an AI-agent chatbot initiative.

Established dbt foundations for a Snowflake-based data platform, modernizing legacy SQL Server workflows. Led migration from Coalesce to dbt and designed dimensional models and semantic-layer foundations using dbt MetricFlow.

Modernized legacy reporting logic into Snowflake SQL/Python, building tested dbt models across staging, intermediate, and reporting layers. Operated production Airflow pipelines and supported reliability through monitoring and data-quality practices.

Master's degree in Financial Analysis and Managerial Accounting.

SnowPro Core certification.