Evidence map›Paper›PMID 41803236›Full record

ArticleScientific reports2026

Factors influencing women's literacy status in rural Ethiopia using 2019 mini EDHS data.

Halefom Shwaye Hantal, Gebrie Melese Abite, Behailu Dessalegn, Kassahun Animut Metkie, Melashu Simegnew

Abstract read
In one paragraph

Article in Scientific reports, 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

5 authors.

Halefom Shwaye HantalDepartment of Statistics, College of Natural and Computational Sciences, Dilla University, Dilla, Ethiopia.
Gebrie Melese AbiteDepartment of Statistics, College of Natural and Computational Sciences, Dilla University, Dilla, Ethiopia.
Behailu DessalegnDepartment of Statistics, College of Natural and Computational Sciences, Dilla University, Dilla, Ethiopia.
Kassahun Animut MetkieDepartment of Statistics, College of Natural and Computational Sciences, Dilla University, Dilla, Ethiopia. kaas.ww@gmail.com.
Melashu SimegnewDepartment of Statistics, College of Natural and Computational Sciences, Dilla University, Dilla, Ethiopia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Literacy encompasses the capacity to read and write with comprehension in any language and it empowers individuals aged 7+ to understand, interpret, create, communicate, and compute using diverse materials, promoting personal development and community engagement. Female illiteracy hinders technological, social, and economic progress having Ethiopia faces high female illiteracy rates. Hence, the purpose of this study was to identify the key drivers of women's literacy in rural Ethiopia, taking into consideration selected demographic and socioeconomic indicators from the 2019 Ethiopia Mini Demographic and Health Survey dataset. This study utilized data from the 2019 Ethiopia Mini Demographic and Health Survey (EMDHS), conducted in Ethiopia. A total of 5931 women from rural Ethiopia who had successfully finished their literacy status interviews were included in the analysis. A mixed-effects logistic regression model was used to identify the significant determinants of women's literacy among the selected factors. Approximately, over two-thirds 3989 (67.3%) of women aged 15-49 were illiterate. The final random slopes logistic regression model identified significant factors affecting women's literacy in rural Ethiopia, including family size (p = 0.007), household wealth index (p < 0.001), number of living children (p = 0.003), married (p = 0.032), widowed (p = 0.022) and divorced (p < 0.001) women, age at first birth (p < 0.001), women aged 15-29 years (p < 0.001), and the woman's relationship as a wife (p = 0.027) and daughter (p < 0.001) to the household head. Household size, wealth index, number of living children, marital status, age at first birth, age, and relationship to the household head emerged as significant predictors. Notably, larger households, additional children, and specific socio-demographic characteristics were associated with increased illiteracy risk. These findings highlight the need for targeted interventions to address these disparities and promote women's literacy in rural Ethiopia.

Indexed as

LiteracyRural PopulationAdolescentAdultEducational StatusEthiopiaFemaleHealth SurveysHumansLogistic ModelsMiddle AgedSocioeconomic FactorsYoung AdultLiteracyMixed-effects logistic regressionRural Ethiopia

Identifiers

PMID41803236
PMCPMC13096343

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.