Evidence map›Paper›PMID 40264174›Full record

ArticleImplementation science : IS2025

From glitter to gold: recommendations for effective dashboards from design through sustainment.

Fernanda S Rossi, Meredith C B Adams, Gregory Aarons, Mark P McGovern

Abstract read
In one paragraph

Article in Implementation science : IS, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Fernanda S RossiStanford Center for Dissemination and Implementation (CDI), Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA. fsrossi@stanford.edu.ORCID 0000-0001-5338-8529
Meredith C B AdamsDepartment of Anesthesiology, Artificial Intelligence, Translational Neuroscience and Public Health Sciences, Wake Forest University School of Medicine, Winston-Salem, NC, USA.
Gregory AaronsDepartment of Psychiatry and ACTRI Dissemination and Implementation Science Center, University of California San Diego, La Jolla, San Diego, CA, USA.
Mark P McGovernStanford Center for Dissemination and Implementation (CDI), Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA.

Funding

Use of topic modeling and stakeholderengagement to map determinants of implementation disparities in addiction and pain researchU2CDA057717 · NIDA · STANFORD UNIVERSITY · PI Mark P McGovern · 2022 to 2026
$19.1M
Transforming health equity rhetoric to rigor: Development and validation of a novel measure assessing health equity in implementation of health interventionsP50DA054072 · NIDA · STANFORD UNIVERSITY · PI Mark P McGovern · 2022 to 2026
$18.1M
MIRHIQL Resource Center for Improving Quality of Life with Chronic Pain (MRC)R24DA058606 · NIDA · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI ADAMS, MEREDITH C. B., HURLEY, ROBERT WILLSON · 2023 to 2023
$6.0M
WF DISC: Navigating Data Solutions for Chronic Pain and Opioid Use DisorderU24DA057612 · NIDA · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI MEREDITH C. B. ADAMS · 2022 to 2026
$5.6M
Wake Forest IMPOWR Dissemination Education and Coordination Center (IDEA-CC)R24DA055306 · NIDA · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI ADAMS, MEREDITH C. B. · 2021 to 2023
$3.3M
Stagewise Implementation-To-Target- Medications for Addiction Treatment (SITT-MAT)R01DA052975 · NIDA · STANFORD UNIVERSITY · PI FORD, JAMES H, MCGOVERN, MARK P · 2021 to 2025
$3.3M
Workforce Innovation in Data Science, Education, and Addiction Research (WISER)R25DA061740 · NIDA · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI MEREDITH C. B. ADAMS, Amber Keller Brooks · 2024 to 2026
$405k
Intramural Research Program, National Institute on Drug Abuse 5U2CDA057717Intramural Research Program, National Institute on Drug Abuse P50DA054072Intramural Research Program, National Institute on Drug Abuse R01DA052975-01A1Intramural Research Program, National Institute on Drug Abuse R25DA061740Intramural Research Program, National Institute on Drug Abuse U24DA057612NIDA NIH HHS P50 DA054072NIDA NIH HHS R01 DA052975NIDA NIH HHS R24 DA055306NIDA NIH HHS R24 DA058606NIDA NIH HHS R25 DA061740NIDA NIH HHS U24 DA057612NIDA NIH HHS U2C DA057717
6 · The paper itself

Abstract

backgroundDashboards-tools that compile and summarize key performance data-have become increasingly utilized for supporting data organization and decision-making processes across various fields, such as business, economics, healthcare, and policy. The dashboard's impact is dependent on its use by the individuals for whom it was designed. Yet, few studies measure dashboard use, and of those that do, their utility is limited. When dashboards go unused, they provide little value and impact. We argue that successful and long-term use of dashboards can be achieved using human-centered design and implementation science methods. MAIN BODY: In this article, we describe the characteristics of dashboards and provide examples of existing dashboards. We discuss the common pitfalls of dashboards that result in their limited use. Next, we proffer how human-centered design and implementation science can improve dashboard relevance. We provide eight recommendations from across the design to the sustainment phase. To guide dashboard developers and implementers, we organize our recommendations using the Exploration, Preparation, Implementation, and Sustainment (EPIS) Framework. Lastly, we raise several cautions when using human-centered design and implementation science methods in dashboard development and implementation.

conclusionThere is a need for more effective, sustainable, and impactful dashboards. We suggest that incorporating human-centered design and implementation science methods can facilitate achieving this goal.

Indexed as

Implementation ScienceUniversal DesignHumansDashboardsDashboard useEPISHuman-centered designImplementation science

Identifiers

PMID40264174
PMCPMC12016087

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.