Open framework hub

The informatics audit framework.

The same four-stage method behind every case study and essay on this site — built so any pre-health or STEM student can apply it to their own local system.

01

System failure identification

Isolate the specific operational bottleneck. Not "the ER is slow" — "wait times exceed six hours during the Thursday evening flu-season surge."

02

Data pipeline diagnostics

Pinpoint why the existing alert metrics missed it. Common causes: latency in EHR batch updates, siloed bed-tracking logs, manual reporting delays.

03

Predictive computational model

Propose a mathematical forecasting metric — bed-turnover velocity, triage inflow acceleration — that would have surfaced the strain earlier.

04

Workflow integration

Explain how the model fits into existing EHR systems without adding to nurse alert fatigue. A model nobody acts on isn't a solution.

Download the framework

A printable worksheet walking through all four stages, so you can run this audit method on a system of your own.