
By Dr. Vernette Grant, DBA, MHA — creator of the PPTO Framework (People–Process–Technology–Operations).
Score AI risk objectively so your institution applies the right level of oversight.
This risk-tiering rubric uses five evidence-based criteria to calculate impact scores for every AI tool in your hospital. Low-risk applications stay agile. High-risk models get the rigorous scrutiny they require. Built on the peer-reviewed PPTO Framework by Dr. Vernette Grant.
What's inside:
- Five scoring criteria mapped to clinical and operational impact
- Objective impact score calculation methodology
- Tiered oversight requirements based on risk level
- Decision rules for routing tools through appropriate governance hurdles
- Customizable thresholds for institutional risk tolerance
Who this is for:
- Risk management and compliance officers
- Clinical informatics leaders evaluating AI tools
- CMOs and CIOs making deployment decisions
- Hospital boards requiring structured risk documentation
Grounded in the research published in Open Journal of Business and Management (2026). Part of the PPTO AI Governance Starter Kit collection.