Evidence map›Paper›PMID 39583886›Full record

ArticleWorld development2025

Who are the "vanguard" women? Strategies for identifying women going against economic participation norms across 49 low- and middle-income countries.

Anaise Williams, Colleen Stuart, Nancy Perrin, Lori Heise, Philip Anglewicz, Michele R Decker

Abstract read
In one paragraph

Article in World development, 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
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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

6 authors.

Anaise WilliamsDepartment of Population, Family and Reproductive Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA.
Colleen StuartJohns Hopkins Carey Business School, Baltimore, Maryland, USA.
Nancy PerrinJohns Hopkins School of Nursing.
Lori HeiseDepartment of Population, Family and Reproductive Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA.
Philip AnglewiczDepartment of Population, Family and Reproductive Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA.
Michele R DeckerDepartment of Population, Family and Reproductive Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA.

Funding

Interdisciplinary Research Training in Trauma and Violence (IRTTV)T32HD094687 · NICHD · JOHNS HOPKINS UNIVERSITY · PI BELCHER, HAROLYN MILLICENT EDITH, CAMPBELL, JACQUELYN CUTLER · 2018 to 2022
$1.9M
A comparison of firearm-related intimate partner homicide in Texas and Maryland: Prevalence, identification of those at risk, and the effect of firearm regulationsR61HD104570 · NICHD · JOHNS HOPKINS UNIVERSITY · PI CAMPBELL, JACQUELYN CUTLER, MESSING, JILL T · 2020 to 2020
$1.1M
NICHD NIH HHS R61 HD104570NICHD NIH HHS T32 HD094687
6 · The paper itself

Abstract

Women's empowerment and poverty alleviation are two key factors for successful and equitable international development. Norms surrounding women's economic participation and economic agency change over time, with some individuals achieving economic empowerment earlier than others. These "vanguard" women represent the leading edge of change. The objective of this study is to discuss and compare methodological strategies for creating a measure that captures the extent to which a woman's actions exceed community norms regarding economic participation and agency. We refer to this measure as the "Vanguard Women's Economic Empowerment (WEE) Index." The Demographic and Health Surveys for 49 countries were used to capture community-level WEE norms using 8 WEE measures. To identify whether a community is non-normative for a WEE item, we explore four strategies, inclusive of two thresholds and two approaches for middle-prevalence communities. Using the community assignment, we construct the individual-level Vanguard WEE Index that captures the number of WEE items a woman has that are non-normative, i.e. vanguard, in her community. We validate this index through associating it with a validated index on women's financial discrimination. Subsequently, the characteristics of "vanguard" women were assessed through mixed effects modeling. Women who register higher on the Vanguard WEE Index are likely to be older, poorer, and live in rural communities. This study is the first to offer a valid method for measuring the extent that a woman goes against the community norm on economic participation and agency in low- and middle-income settings. The results outline a strategy for contextualizing women's economic empowerment within that setting's normative context. Practitioners and policy-makers can use this index when implementing economic empowerment programs to identify those who are pushing the needle in their community, as these women may be critical changemakers for gender equity broadly.

Indexed as

economic empowermentgendersocial norms

Identifiers

PMID39583886
PMCPMC11584051

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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.