Spatial distribution and determinants of unmet need for family planning among all reproductive‑age women in Uganda: a multi‑level logistic regression modeling approach and spatial analysis

INTRODUCTION

Unmet need for family planning is defined as the percentage of sexually active and fecund women who want to delay the next birth (birth spacing) or who want to stop childbirth (birth limiting) beyond two years but who are not using any modern or traditional method of contraception. Despite the provision of family planning services, the unmet need of family planning remains a challenge in low- and middle-income countries (LMICs). Thus, this study aimed to assess the spatial distribution and determinant factors of unmet need for family planning among all reproductive‑age women in Uganda.

METHODS

A secondary data analysis was done based on 2016 Ugandan Demographic and Health Surveys (UDHS). Total weighted samples of 18,506 women were included. Data processing and analysis were performed using SPSS Version 26, STATA 14.2, ArcGIS 10.8, and SaTScan 10.1.2 software. Spatial autocorrelation and hotspot analysis was made using Global Moran's index (Moran's I) and Gettis-OrdGi*statistics, respectively. Determinants of unmet needs for family planning were identified by multi-level logistic regression analysis. Variables with a p-value < 0.05 were declared statistically significant predictors.

RESULTS

The spatial distribution of unmet need for family planning among women of reproductive age in Uganda was found to be clustered (Global Moran's I = 0.27, Z-score of 12.71, and p-value < 0.0001). In the multivariable multilevel logistic regression analysis; women in West Nile (AOR = 1.86, 95% CI: 1.39, 2.47), aged 25-49 years old (AOR = .84; 95% CI .72, .99), highly educated (AOR = .69; 95% CI .54, .88), Muslim (AOR = 1.20, 95% CI: 1.03, 1.39), high wealth status (AOR = .73, 95% CI: .64, .82), and had five or more living child (AOR = 1.69, 95% CI: 1.51, 1.88) were significant predictors of unmet need for family planning. Significant hotspot areas were identified in West Nile, Acholi, Teso, and Busoga regions.

CONCLUSION

A significant clustering of unmet need for family planning were found in Uganda. Moreover, age, educational status, religion, wealth status, number of alive children, and region were significant predictors of unmet need for family planning. Therefore, in order to minimize the burdens associated with unmet need, an interventions focusing on promotion of sexual and reproductive health service should be addressed to the identified hotspot areas.

A Survey on Prevalence and Knowledge of Family Planning among Women of Childbearing Age in the Provincial Settings of the Gambia: A Descriptive Cross-Sectional Study

Background

Family planning (FP) is one of the fundamental pillars of safe motherhood and reproductive health rights. In developing countries, women with unmet need for FP constitute a significant proportion of all women of reproductive age and it is an ongoing public health challenge in the Gambia. The study aimed to determine the women's proportion of contraceptive uptake and knowledge of FP methods.

Methods

The study employed a community-based descriptive cross-sectional study conducted for 643 women of reproductive age (15-49 years) from the selected clusters in rural Gambia through a multistage sampling technique. A pretested structured interview questionnaire was used to collect data. Univariate analysis using frequencies and percentages were used to present results in this study. Data entry and analysis were done using IBM SPSS version 24.

Results

The overall contraceptive prevalence rate was 30.4%, while the CPR for married or in the union was 34.2%. About 86% of women reported child spacing as the major benefits of FP, while 49.5% reported amenorrhea as the most common side effect of contraceptives. Injectable (Depo-Provera, Noristerat, and ) and pills (progesterone and combined) were the two most common FP methods used at 58.5% and 44.0%, respectively.

Conclusion

The present study showed a moderately low contraceptive uptake. Thus, there is a need to focus FP services for women in rural areas, emphasizing the quality of services and gender equality. The study further recommends strengthening and mainstreaming of male involvement and religious leaders participation in FP interventions and the initiation of a communication program that explicitly promotes interspousal communication.