Analytics Engineering Modernization

Structured Data Models

I led the modernization of a previously fragmented transformation layer into a structured analytics-engineering workflow.

Data transformations were reorganized into reusable layers separating shared data preparation, analytical models, and reporting outputs.

Engineering Standards

I introduced version control, automated testing, documentation, lineage, code review, and continuous integration practices around data transformations.

These standards made transformation logic easier to review, maintain, and extend across different analytics use cases.

Shared Definitions

I standardized reusable data models and business definitions so that reporting and analytical applications could rely on consistent transformation logic rather than duplicating calculations independently.