Evidence map›Paper›PMID 39589182›Full record

ArticleHealth promotion practice2026

From Daunting to Doable: Tools for Qualitative Evaluation of a Complex Public Health Intervention.

Celeste Nicholas, Tess D Weathers, Lisa K Staten

Abstract read
In one paragraph

Article in Health promotion practice, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

3 authors.

Celeste NicholasIndiana University, Indianapolis, IN, USA.ORCID 0000-0003-2745-200X
Tess D WeathersIndiana University, Indianapolis, IN, USA.
Lisa K StatenIndiana University, Indianapolis, IN, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

To address complex problems like health disparities, public health interventions have become increasingly ''complex''-engaging multisector partners and communities at multiple ecological levels. Complex interventions are intentionally flexible, making them challenging to evaluate with predetermined measures. While innovative evaluation methods tailored to complex interventions have been developed, there is a need for practical guidance to enhance capacity within public health. This article describes the qualitative FIND (Frame, Identify, Narrow, Do) evaluation process for a complex, community-engaged health equity intervention. Illustrative examples and take-away tools are provided. The FIND process is sensitive to complexity, involving ongoing data collection that helps guide implementation. The evaluator is embedded within the project team, facilitating frequent, direct interaction between the evaluator and those whose roles position them to hear or see happenings with the on-the-ground implementation in real time. The FIND process includes (a) developing a flexible framework for determining relevant processes and outcomes, (b) identifying important project events, (c) narrowing in on the most impactful events, and (d) making decisions informed by data. Using the FIND process, the project team learned about significant project events that would have been missed without a complexity-sensitive approach. Having the evaluator embedded within the project team, rather than as an independent entity, was crucial for understanding and utilizing on-the-ground developments in an evolving intervention. There is a need for more practical guidance to build capacity for evaluating complex public health interventions, including strategies for communicating with stakeholders about approaches that diverge from traditional scientific norms.

Indexed as

Health EquityHealth PromotionProgram EvaluationPublic HealthCommunity ParticipationHumansQualitative Researchchronic diseasecollective impactcommunity developmentcommunity engagementcomplex interventiondevelopmental evaluationhealth equitymixed methodsmultilevel interventionqualitative evaluation

Identifiers

PMID39589182
PMCPMC13247227

What OpenQuestion holds

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LicenceCC BY-NC
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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.