
By Dr. Vernette Grant, DBA, MHA — creator of the PPTO Framework (People–Process–Technology–Operations).
Catch algorithmic bias before it harms patients.
This dashboard template lets hospitals monitor demographic performance parameters in real time and enforce automatic circuit-breaker fuses when disparities exceed a 10% threshold. When the fuse trips, the algorithm pauses for remediation. Built on the peer-reviewed PPTO Framework by Dr. Vernette Grant.
What's inside:
- Demographic performance parameter tracking fields
- Automatic fuse triggers at configurable disparity thresholds (default: 10% or greater)
- Pause-and-remediate workflow documentation
- Equity baseline measurement methodology
- Reporting templates for board-level equity reviews
Who this is for:
- Chief Equity Officers and DEI leadership
- Clinical quality and patient safety teams
- Data science and analytics teams monitoring AI outputs
- Compliance officers tracking algorithmic fairness
Grounded in the research published in Open Journal of Business and Management (2026). Part of the PPTO AI Governance Starter Kit collection.