Chin-yu Wu

About

Analytics professional in the sports industry who has owned high-impact revenue and compliance data projects for the Colts, turning fragmented Ticketmaster and Salesforce data into trusted real-time reporting. Stands out for combining strong SQL/Snowflake engineering, rigorous validation practices, and stakeholder-facing metric design that drove a record 98% compliance rate and meaningful revenue recovery.

Key Strengths

• Built Snowflake SQL pipelines to reconcile millions of fragmented ticketing and CRM records
• Strong data quality and validation discipline with reconciliation scripts, orphan-record audits, and manual spot checks
• Performance optimization on high-volume SQL workloads using query profiling and delta loads
• Designed modular, reproducible Python ETL workflows with Pydantic and SQLAlchemy
• Owned end-to-end analytics projects from metric definition through stakeholder adoption
• Translated messy operational data into real-time dashboards replacing week-long manual audits
• Drove 98% account compliance, the organization's highest in five years
• Delivered 15% increase in proactive collections and secured hundreds of thousands in previously unverified revenue
• Improved sports analytics operations with automated NCAA data workflows and reported 4.5% increase in team batting average
• Effective cross-functional stakeholder alignment with finance and sales leadership

Experience

Education

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