Twine

DataW - Building accessible data collection for everyone

Dereck Roberts
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Project Overview
Data-W is a data platform concept focused on managing and improving data quality for football analytics, including player statistics, match events, tracking data, and team performance datasets.

My Role & Contributions

  • Built data processing and validation workflows for structured datasets.
  • Implemented data quality checks for schema consistency, missing values, data integrity, freshness, and anomalies.
  • Designed analytics-ready data models for reporting and performance analysis.
  • Developed data quality monitoring metrics, trend tracking, and alerting concepts.
  • Established data lineage to improve data traceability from raw sources to analytics outputs.
  • Supported data governance, observability, and AI/ML data readiness.