Kevin L McMahon
Framework

Operational Telemetry is the layer between data collection and action.

Data platforms collect data. Operational Telemetry detects trusted signals, relates them to workflow, and supports timely decisions.

Core principles

The public framework spine for the site.

Signals, not dashboards

A dashboard displays information. A telemetry system detects whether something meaningful has changed.

Trust before action

Real-time does not mean ready-to-use. Signals need context, traceability, and fit for intended use.

Workflow is evidence

Clinical data quality depends on the workflow that created it. Burden and workarounds are part of the signal.

Timing matters

Late evidence may be beautiful and useless. The question is when a signal becomes useful for a decision.

Governed loops

Ingestion, governance, analysis, and execution have to operate as a loop, not as disconnected departments.

Human reality stays in scope

Patients, sites, coordinators, nurses, sponsors, and regulators all live inside the operating system.

Framework materials

Selected materials that support the public Operational Telemetry framework.