Related Experiment Video
Updated: Jan 29, 2026

Author Spotlight: Unveiling Prognostic Indicators in Heart Failure - The Role of Phase Angle and Bioelectrical Impedance Analysis
Published on: June 30, 2023
Clinical dashboard development and use for academic detailing in the U.S. Department of Veterans Affairs
Objective:
To describe the U.S. Department of Veterans Affairs (VA) Academic Detailing Service's (ADS) experience with the development and use of clinical dashboards across the VA's national clinical campaigns. We focused only on dashboards developed by the VA ADS national clinical program managers.
Setting:
U.S. Department of Veterans Affairs Pharmacy Benefits Management National Academic Detailing Service.
Practice Description:
Academic detailing is a multifaceted, educational outreach intervention that services providers through interactions with academic detailers (at the VA, these are specially trained clinical pharmacy specialists) using evidence-based research, educational brochures, and clinical dashboards to align prescribing behavior with best practices. The VA ADS developed clinical dashboards to benchmark and monitor academic detailing activities and performance and to identify opportunities for redistributing resources. We used the opioid crisis as an example to highlight key steps in the development of a clinical dashboard.
Evaluation:
Testing is an important part of clinical dashboard development. Evaluations of the users perceptions contributed to lessons learned.
Results:
Data validation, missing data, data availability, standardization, user engagement, and technical limitations were among several challenges the VA ADS encountered during dashboard development. Stakeholder engagement, communication, and flexibility with development time allowed us to develop efficient dashboards.
Conclusions:
Health care data and health analytics have transformed the type of clinical care that can be practiced by creating the ability to implement system-wide processes for both population management and quality improvement processes. End users of these VA ADS clinical dashboards can generate priority panel reports and data visualization of key performance indicators to identify areas for improvement or action.
More Related Videos
Related Concept Videos
Detailed Structure and Function of Lymph Nodes
From a histological perspective, lymph nodes can be split into two main areas: the superficial cortex and the deep medulla. The outer cortex is populated by dendritic cells, macrophages, and B lymphocytes, which are densely packed into follicles. When these B-lymphocytes are presented...
Nursing Clinical Information System
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
Clinical Trials
There are four phases in a clinical trial. A phase one...
Sustainable Development
Clinical Trials: Overview
Changes in Skin Color: Clinical Perspectives
Albinism
Albinism is a genetic disorder that affects (completely or partially) the coloring of skin, hair, and eyes. The defect is primarily...

