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Big Data Lead

Summary

Lead the design and governance of KPIs and metrics, build scalable SQL pipelines on Redshift/Oracle/Athena, and automate analysis with Python for business insights and data storytelling.

Lead design and governance of core KPIs, metric definitions, and semantic layers. Deliver complex analytical work using advanced SQL, including performance tuning on RDS/Oracle/Redshift and cost-conscious querying in Athena. Use Python to create reproducible analysis (pandas, statsmodels/scikit-learn light use), automation scripts, and data validation checks. Define data quality expectations; implement automated checks and anomaly detection; triage and drive resolution with engineering. Conduct deep-dive analyses, cohorting, funneling, forecasting, and experiment design. Create and maintain STTM Mapping document by coordinating with upstream/downstream stakeholders Improve query performance with sort keys, distribution keys, partitioning, predicate pushdown, and compression awareness. Establish version control and peer-review processes for analytics assets; contribute to lightweight CI for SQL/tests. Expert SQL on RDS/Oracle/Redshift (query tuning, vacuum/analyze awareness) and Athena (partitions, file formats, cost control). Advanced BI development and data storytelling; strong UX best practices for dashboards. Python for analysis and automation; packaging and reusability of common analytics functions. Solid statistics for inference and experiment design; practical application in business contexts. Collaboration tools (Confluence/Jira), stakeholder management, and ability to translate business needs into robust analytical solutions. Nice-to-Have Experience with modeling tools; governance of analytics layers. Familiarity with AWS Glue Data Catalog, IAM basics for data access, and S3 file formats (Parquet/ORC). Exposure to event-based data (Kinesis/SNS/SQS) and data freshness SLAs. Build scalable, reusable dashboards and data models in QuickSight/Tableau; enforce consistency and naming standards. Good understanding of using AI tools like Github Copilot or similar for code productivity

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