ArticlePloS one2022
Prevalence and factors associated with unmet need for family planning among women of reproductive age (15-49) in the Democratic Republic of Congo: A multilevel mixed-effects analysis.
Article in PloS one, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 2 of them syntheses that pooled it.
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Who cites it
8 citing papers in PubMed, 2 syntheses or guidelines pooled it, 14 citations in OpenAlex.
- Beyond individual-level factors that influence family planning uptake among women with diabetes mellitus: a systematic literature review.BMC public health · 2025Pooled it
- Prevalence of unmet need for family planning and unintended pregnancies among women of reproductive age living with HIV in sub-Saharan Africa: a systematic review and meta-analysis.African health sciences · 2024Pooled it
- Spatial distribution, integration and determinants of family planning service provision in Lubumbashi, DRC: a cross-sectional analysis from a health facility census.Reproductive health · 2026Article
- Spatial distribution and its associated factors of unmet need for family planning among women of reproductive age in administrative woredas of Ethiopia.BMC women's health · 2026Article
- Article
- Determinant of unmet need for family planning among adolescent and young women in Kenya: multilevel analysis using recent Kenyan demographic health survey.Frontiers in reproductive health · 2025Article
- Article
- Unmet need and intention to use as predictors of adoption of contraception in 10 Performance Monitoring for Action geographies.SSM - population health · 2023Article
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Authors and funding
2 authors at 1 institution in 1 country.
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No grant is acknowledged in the PubMed record.
Abstract
The Democratic Republic of Congo (DRC) has experienced high levels of unmet need for family planning (UNFP) for many years, alongside high fertility, maternal and infant mortality rates. Previous research addressed the UNFP in DRC, but analyses were limited to the individual-level and to specific regions. This study aims to determine the individual- and community-level factors associated with UNFP among married women of reproductive age in DRC. Using data from the 2014 DRC Demographic and Health Survey, a two-level mixed-effect logistic model examined i) the associations between UNFP and individual- and community level factors, and ii) the extent to which individual variability in UNFP is due to the variability observed at the community-level, given the individual characteristics. A total of 10,415 women in 539 clusters were included. Prevalence of unmet need for limiting was 8.13%, and 23.81% for spacing. Compared to adolescents (15-24), young (25-34) (aOR = 0.75, CI: 0.63-0.90) and middle-aged (35-49) (aOR = 0.65, CI: 0.51-0.82) women were less likely to have unmet need for family planning. The odds of having unmet need increased significantly with number of living children [1-2 children (aOR = 2.46, CI: 1.81-3.35), 7+ children (aOR = 6.46, CI: 4.28-9.73)] and among women in a female-headed household (aOR = 1.22, CI: 1.04-1.42). Women from provinces Equateur (aOR = 1.82, CI: 1.24-2.68), Nord-Kivu (aOR = 1.66, CI: 1.10-2.55) and Orientale (aOR = 1.60, CI: 1.10-2.32) were more likely to have unmet need, compared to women from Kinshasa. Women from communities with medium (aOR = 1.32, CI: 1.01-1.72) and high (aOR = 1.46, CI: 0.98-2.18) proportion of women in wealthy households, and medium (aOR = 1.32, CI: 1.01-1.72) and high (aOR = 1.46, CI: 0.98-2.18) proportion of women with low ideal family size (≤6) were more likely to have unmet need, compared to those from communities with low proportion of wealthy households and high ideal family size, respectively. Policies should consider strengthening family planning programs in provinces Equateur, Orientale, and Nord-Kivu, and in wealthier communities and communities with a higher ideal family size. Family planning programs should target adolescents and young women.
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