Data Modeling
Data Modeling is the creation of data structures and relationships to support efficient storage and retrieval.
Data modeling systems
Abstract representations of entities and relationships are structured for efficient storage, querying, and interpretation.

Abstract representations of entities and relationships are structured for efficient storage, querying, and interpretation.
This domain is valuable because data and AI systems expose the full path from collection to action. They make it obvious that storage, transformation, meaning, trust, and incentives all shape the value of the output.
The transfer advantage is strong here. Learning to ask where data came from, how it changed, and who is rewarded by its use builds a habit that improves product, operational, and strategic thinking in other domains. This domain gets more useful when it is compared with adjacent systems instead of being treated as a silo. That is where reusable judgment starts to form.
Data Modeling is the creation of data structures and relationships to support efficient storage and retrieval.
Designed a unified data model to integrate any data source into a big data geospatial analytics program, handling over 100TB of data in GCS and BigQuery with...
Projects building data pipelines, warehouses, lakes, and large-scale analytics infrastructure.
Solutions architect role redesigning a fundamentally flawed Pentaho ETL into a scalable AWS Redshift data warehouse for a hospitality leader. Identified root...
Using SafeGraph location observation data and Databricks/Spark, built a geospatial model to quantify human risk around utility infrastructure — helping...
MongoDB is a noSQL database for flexible document storage.
MySQL is a relational database management system.
PostgreSQL is an advanced open-source relational database.
Managed proprietary and sensitive big datasets in Google Cloud using GCS, BigQuery, and Composer (Apache Airflow). Built Confluence documentation from scratch...
Built accounting and point-of-sale data warehouse ETL processes and data models for restaurant franchise analytics including Blaze Pizza and other chains,...