The Uncertainty–Certainty Matrix for Licensing Decision Making, Validation, Reliability, and Differential Monitoring Studies

This research article proposes the use of an uncertainty–certainty matrix (UCM) for licensing decision making in the human services, which is the decision to issue a license to operate. It is a proposed study protocol and conceptual framework; it is not an empirical study. It shows how the matrix ca...

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Bibliographic Details

Published in:	Knowledge
Main Author:	Richard Fiene
Format:	Article
Language:	English
Published:	MDPI AG 2025-04-01
Subjects:	decision making uncertainty–certainty matrix regulatory compliance licensing reliability and validation studies
Online Access:	https://www.mdpi.com/2673-9585/5/2/8