Individual and community level factors associated with modern contraceptive utilization among women in Ethiopia: Multilevel modeling analysis.

Modern contraceptive utilization is the most effective intervention to tackle unintended pregnancy and thereby reduce abortion and improve maternal, child, and newborn health. However, multilevel factors related to low modern contraceptive utilization and the robust analysis required for decision-making were scarce in Ethiopia. To investigate the individual and community-level predictors of modern contraceptive utilization among reproductive-age women in Ethiopia. We utilized data from a cross-sectional 2019 Performance Monitoring for Action Ethiopia survey. The survey employed a stratified two-stage cluster sampling method to select households for inclusion. In Stata version 16.0, the data underwent cleaning, aggregation, and survey weighting, following which a descriptive analysis was performed utilizing the "svy" command. Subsequently, the primary analysis was executed using R software version 4.1.3. We fitted a two-level mixed effects logistic regression model on 6,117 reproductive-age women nested within 265 enumeration areas (clusters). The fixed effect models were fitted. The measures of variation were explained by intra-cluster correlation, median odds ratio, and proportional change in variance. The shrinkage factor was calculated to estimate the effects of cluster variables using the Interval odds ratio and proportion opposed odds ratio. Finally, the independent variables with a significance level of (P<0.05) and their corresponding Adjusted Odds ratios and 95% confidence intervals were described for the explanatory factors in the final model. In Ethiopia, the prevalence of modern contraceptive utilization was only 37.% (34.3 to 39.8). Women who attained primary, secondary, and above secondary levels of education were more likely to report modern contraceptive utilization with AOR of 1.47, 1.73, and 1.58, respectively. Divorced/widowed women were less likely to report modern contraceptive utilization (AOR:0.18, 95% CI 0.13,0.23) compared to never-married women. Discussions between women and healthcare providers at the health facility about family planning were positively associated with modern contraceptive utilization (AOR:1.84, 95% CI: 1.52, 2.23). Community-level factors have a significant influence on modern contraceptive utilization, which is attributed to 21.9% of the total variance in the odds of using modern contraceptives (ICC = 0.219). Clusters with a higher proportion of agrarian (AOR: 2.27, 95% CI 1.5, 3.44), clusters with higher literacy (AOR: 1.46, 95% CI 1.09, 1.94), clusters with empowered women and girls about FP (AOR: 1.47, 95% CI 1.11, 1.93) and clusters with high supportive attitudes and norms toward FP (AOR: 1.37, 95% CI 1.04, 1.81) had better modern contraceptive utilization than their counterparts. In Ethiopia, understanding the factors related to modern contraceptive use among women of reproductive age requires consideration of both individual and community characteristics. Hence, to enhance family planning intervention programs, it is essential to focus on the empowerment of women and girls, foster supportive attitudes towards family planning within communities, collaborate with education authorities to enhance overall community literacy, pay special attention to pastoralist communities, and ensure that reproductive-age women as a whole are targeted rather than solely focusing on married women.

Gebrekidan H ，Alemayehu M ，Debelew GT 《PLoS One》

Geographic variation and associated factors of long-acting contraceptive use among reproductive-age women in Ethiopia: a multi-level and spatial analysis of Ethiopian Demographic and Health Survey 2016 data.

Ebrahim OA ，Zeleke EG ，Muluneh AG 《Reproductive Health》

Individual and community level factors associated with modern contraceptive utilization among married women in the emerging region of Ethiopia: a multilevel mixed effects analysis of the 2019 Ethiopia Mini-Demographic and health survey.

Kebede N ，Kefale B ，Yigezu M ，Bogale EK ，Zewdie A ，Wasihun Y ，Adane M ... -  《BMC Womens Health》

Determinants of unmet need for contraceptive method among young married women in Ethiopia: Multilevel analysis of Ethiopia Demographic and Health Survey 2016.

The notion of unmet need for family planning indicates the gap between women's contraceptive practice and their reproductive intention. Although universal access to sexual and reproductive health services including contraceptive methods is a bedrock for sustainable development goals, the unmet need for contraception is high among young women in low-income countries including Ethiopia. The unmet need for contraception is associated with unintended pregnancy which most of the time end in unsafe abortion. Hence, this study aimed to assess the determinants of unmet need for family planning among young married women in Ethiopia using nationally representative data. This study utilized secondary data collected in the 2016 Ethiopia Demographic and Health Survey (EDHS). A two-stage cluster sampling method was used. The analysis included a total of 2444 sexually active married young women (15-24 years). Multilevel logistic regression analysis was conducted to identify individual and community level factors associated with unmet need for contraceptives and the results were presented as adjusted odds ratio (AOR) at 95% confidence interval (CI), declaring statistical significance at a p-value <0.05 in all analyses. In this study, the prevalence of unmet need for contraceptive method among married young women was 18.4% [95% CI: (16.9, 20.0)]. Female head of the household [AOR: 1.62, CI (1.25, 2.11)], primary level of education [AOR: 1.53, CI: (1.16, 2.03)], family size ≥5 [AOR: 1.53, 95%CI: (1.22, 1.93)], undecided to have child [AOR: 2.86, 95%CI: (1.58, 5.20)] and infecund [AOR: 1.54, 95%CI: (1.08, 2.20)] were factors positively associated with unmet need for family planning. Whereas the odds of unmet need for contraceptive method was lower among women-initiated sex between 15-17 years and >17 years [AOR:0.72, 95%CI (0.53, 0.98)] and [AOR: 0.58, 95%CI: (0.40, 0.85)] respectively and community with high proportion of poverty [AOR: 0.68, 95%CI: (0.46, 0.99)]. The prevalence of unmet need for contraceptive methods among young married women was relatively high. Being female household head, age at first sexual intercourse, educational status of the woman, family size, desire for more children, and community poverty were significantly associated with unmet need for family planning. Hence, interventions targeting these special populations at the individual and community level would play a paramount role in meeting the unmet need for contraception among young married women in Ethiopia.

Turi E ，Mamo Ayana G ，Temesgen S ，Tafari Shama A ，Merga BT ，Tolossa T ... -  《PLoS One》

Four out of ten married women utilized modern contraceptive method in Ethiopia: A Multilevel analysis of the 2019 Ethiopia mini demographic and health survey.

Shagaro SS ，Gebabo TF ，Mulugeta BT 《PLoS One》