Evidence map›Paper›PMID 42741079›Full record

Trial reportFrontiers in public health2026

Methodology for measuring behavior change dictates the perceived effectiveness of school-based WASH interventions.

Gracie Hornsby, Canon Pham, Jennifer Davis, Gary L Darmstadt

Abstract readRandomized Controlled Trial
In one paragraph

Trial report in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Gracie HornsbyDepartment of Civil and Environmental Engineering, Stanford University, Stanford, CA, United States.
Canon PhamDepartment of Civil and Environmental Engineering, Stanford University, Stanford, CA, United States.
Jennifer DavisDepartment of Civil and Environmental Engineering, Stanford University, Stanford, CA, United States.
Gary L DarmstadtDepartment of Pediatrics, Stanford University School of Medicine, Stanford, CA, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Investments in the provision of water, sanitation, and hygiene (WASH) services in schools (WinS) can only generate health benefits if students use WASH facilities correctly and consistently. Valid and reliable measurement of student WASH behavior is thus critical for evaluating WinS interventions. Methods: This study examines the relative validity of direct observation versus reported (survey-based) measures of WASH behaviors in schools, using both primary data and a review of literature. We conducted a sub-analysis of a four-arm, cluster-randomized controlled trial among 200 primary schools in Uttar Pradesh, India, that tested the effect of WASH education and infrastructure operation and maintenance (O&M) on student handwashing and toilet use. We compared unannounced observations of student behavior against self-, peer-, and teacher-reports. We also stress-tested reported data against direct observation of WASH infrastructure and consumables availability. Finally, we conducted a comparative analysis of 42 published WinS studies to contextualize our primary findings. Results: Reported data indicated significant behavioral change and suggested that combining education with O&M created a synergistic effect. In contrast, direct observation revealed no significant changes in behavior under any treatment. Stress-testing showed that students frequently reported toilet use when toilets were observed to be locked, and soap use when soap was not observed to be present. Findings from our comparative analysis of WinS literature mirrors the findings of our primary data, revealing that 83% of intervention effects measured with reported data yielded positive results, compared to 58% when measured through observation. Discussion: We find that reported behavioral data systematically overstate the effectiveness of WinS interventions. Current WinS policy and practice is thus grounded in an evidence base that varies significantly depending on the measurement tools employed. Direct observation is less prone to reporting bias but is resource-intensive. Future research should prioritize objective measures of behavior, such as sensors or unannounced checks, to build more robust evidence for WinS policy and practice.

Indexed as

Health BehaviorHygieneSanitationSchoolsChildHand DisinfectionHumansIndiaToilet Facilitiesbehavior changeobservationreporting biasWASHWASH in schools

Identifiers

PMID42741079
PMCPMC13572640

What OpenQuestion holds

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Registered trials

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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.