Data Integration

Example of data integration over time — site data integration.

Comparing two healthcare environments side by side to show how record patterns evolve over time and how each site reads against a median benchmark across health systems.

Two Site Views

University health institution and community hospital

University Health Institution site data integration chart

University Health Institution

A longitudinal view across multiple upload dates, showing how records per patient shift by domain and where local data diverges from the median across health systems.

Community Hospital site data integration chart

Community Hospital

A companion site view using the same framework, making it easier to compare site behavior over time and assess the consistency of incoming source data.

Site

Multi-site integration

The presentation demonstrates the ability to manage and display data over time across multiple sites, using a common view that makes site-level patterns easier to compare.

Data

Versioned change tracking

Each chart uses upload dates to show how the same data domains change over time, giving teams a way to monitor refresh behavior, structural drift, and record distribution by subject area.

Quality

Detecting formatting and source issues

There is a spike on medication orders on 7/22/2024, illustrating that healthcare site data can include formatting errors that should be surfaced and investigated as part of integration quality review.