Unmet need for family planning and associated factors among currently married women of reproductive age in Bishoftu town, Eastern Ethiopia

Unmet family planning needs in Malaysia: prevalence, associated factors, and implications for targeted interventions

BACKGROUND

Family planning is a fundamental strategy to enhance the well-being of women, their partners, and children however, disparities among certain groups of women of reproductive age (WR) persist. This study aims to estimate the prevalence of unmet family planning needs among WR in Malaysia and its associated factors.

METHODS

Data from the 2022 national health survey were utilized. Face-to-face interviews were conducted using a standard questionnaire on contraceptive use among the eligible WR who provided written consent. Unmet needs refer to fecund WR who are not using any contraceptive method but wish to either limit childbearing (cease having children) or space pregnancies (delay their next birth).

RESULTS

Out of 1,987 eligible WR, 1,877 respondents were interviewed, resulting in an 86.6% response rate. This study focused on 1,236 WR who were currently married or in a union and fecund. The prevalence of unmet family planning needs was 26.7% (95% CI: 22.6, 31.3) with 20.7% (95% CI: 17.1, 24.8) attributed to unmet needs for limiting and 6.0% (95% CI: 3.9, 9.3) for spacing. Unmet family planning needs were associated with WR who resided in Peninsular Malaysia (adjusted Odds Ratio (aOR) = 2.42, 95% CI: 1.36, 4.30), those employed in the private sector (aOR = 2.07, 95% CI: 1.16, 3.66), and those aged 35 years and above (aOR = 1.70, 95% CI: 1.08, 2.66).

CONCLUSIONS

Unmet family planning needs are prevalent in Malaysia and associated with specific WR groups. An in-depth study should follow these findings to identify barriers in accessing family planning services, which are currently available.

Inequalities in the demand and unmet need for contraception among women in four regions of Ethiopia

BACKGROUND

Unmet need for family planning is a major cause of unwanted pregnancies, which may contribute to the death of mothers and children. The aim of this study is to examine inequalities in the demand and unmet need for contraception among women in four regions (i.e., Afar, Benishangul-Gumzu, Gambela and Somali regions) of Ethiopia.

METHODS

The study utilized data from the 2016 Ethiopian Demographic Health Survey (EDHS), collected from 3,343 women of reproductive age 15-49 years situated in these study regions. Multilevel binary and multivariable logistic regression analysis, concentration index, and multivariate decomposition analysis were employed.

RESULTS

The study revealed that women's employment status, education level, household wealth index, total number of children ever born, and husband's working status had a statistically significant association with the demand for contraception. Furthermore, women's educational level, household size, wealth index and husband's working status had statistically significant association with unmet need for contraception. The results of the concentration index indicated that illiteracy among respondents (56%), being in the richest economic status/ wealth index (41%) and non-working status of respondents (21%) contributed substantially to the inequality in the demand for contraception use. Illiteracy of the husband (197%) and the household size less than or equal to five (184%) contributed positively, but illiteracy of respondent (-249%) and unemployment status of respondents (-119%) contributed negatively to the existing inequality in unmet need for contraception.

CONCLUSION

The findings of this study highlight the presence of unacceptably high inequality in the demand and unmet need for contraception among women in the four study regions. Policymakers should give due attention to reducing existing socio-economic inequality to address the high unmet need for family planning and increase demand for contraception in these regions. The study strongly recommends implementing multidimensional and multisectoral approaches, which will significantly reduce inequalities in the outcome variables.

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

BACKGROUND

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.

METHOD

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.

RESULTS

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)].

CONCLUSION

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.

What are the associated factors of low husbands/partners independent decision-maker in women's contraceptive use decision-making process in Ethiopia? Multilevel analysis

BACKGROUND

Many married women of reproductive age with husbands or partners are less cooperative in using contraceptives, often resulting in unintended pregnancies or secret contraceptive use. This private use of contraceptives causes women to suffer from side effects without proper support, and many women in Ethiopia die due to unintended pregnancies. However, the involvement of husbands or partners in the contraceptive decision-making process in Ethiopia is often neglected. There is also a lack of evidence regarding the determinants of husbands' or partners' decision-making power on contraceptive use in Ethiopia.

OBJECTIVE

This study aimed to assess the determinants of low involvement of husbands/partners in women's contraceptive use decision-making processes in Ethiopia.

METHODS

This study was based on Ethiopian Demographic and Health Survey data, collected from January 18 to June 27, 2016. Weighted samples of 3,669 reproductive-age women were included. Husbands'/partners' independent decision-making was measured by whether the husband/partner decided independently or alone about contraceptive use, categorized as "Yes" or "No". A multilevel logistic regression model was fitted, and ICC (Intra-class Correlation Coefficient), MOR (Median Odds Ratio), PCV (Proportion Change in Variance), and deviance were used to assess model fitness and comparison. Variables with a p-value of ≤ 0.2 in the bivariate analysis were considered candidates for multivariable multilevel analysis. An adjusted odds ratio with a 95% confidence interval was used to determine both the direction and strength of the association, and a p-value of < 0.05 was used to declare statistical significance.

RESULTS

Husbands'/partners' independent decision-making in women's contraceptive use was found to be 5.41% [4.72-6.19%]. Significant factors associated with this included: Husbands/partners aged 31-59 years (Adjusted Odds Ratio (AOR) = 1.3; Confidence Interval (CI) 2.3-5.4) and over 59 years (AOR = 2.3; CI 1.2-4.3), Educational level of husbands/partners: primary education (AOR = 3.2; CI 2.9-4.3), secondary education (AOR = 3.9; CI 2.7-4.4), and higher education (AOR = 4.3; CI 2.8-5.0), Media exposure (AOR = 4.5; CI 2.2-5.4), History of pregnancy termination (AOR = 3.3; CI 2.6-4.1), Perception that distance to health facilities is not a significant problem (AOR = 3.0; CI 1.7-4.7) and Urban residency (AOR = 3.5; CI 1.6-4.2).

CONCLUSIONS

In Ethiopia, the involvement of husbands/partners in the contraceptive use decision-making process is low. To increase their decision-making power, attention should be given to factors such as age, educational level, media exposure, history of pregnancy termination, distance to health facilities, and urban residency.

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.

Contraceptive use among people with disabilities in sub-Sahara Africa: A systematic review and meta-analysis

In sub-Saharan Africa, there are different studies on contraceptive use and associated factors among people with disabilities. However, the findings are inconsistent and inconclusive. This study aimed to estimate the pooled prevalence of contraceptive use and associated factors among women with disabilities in sub-Saharan Africa. Comprehensive search was performed from different databases. The Preferred Reporting Items for Systematic Reviews and Meta-Analysis guideline was followed to report the results. The data were analyzed by using STATA software. Heterogeneity and publication bias was checked. The pooled odds ratio (POR) with a 95% confidence interval (CI) was used to report the measures of associations. The pooled prevalence of contraceptive use was 25.61% (95% CI: 20.68, 30.54). Being married (POR = 2.96; 95% CI: 1.31, 4.62), high income (POR = 2.20; 95% CI: 1.42, 2.97), having media access (POR = 1.74; 95% CI: 1.24, 2.23), being in the age group of 25-34 (POR = 2.52; 95% CI: 1.01, 3.94), vision impairment (POR = 3.82; 95% CI: 2.05, 5.59), good contraceptive knowledge (POR = 2.09; 95% CI: 1.27, 2.91), primary education (POR = 1.82; 95% CI: 1.25, 2.39), secondary education (POR = 2.31; 95% CI: 1.03, 3.59) and tertiary educational status (POR = 3.37; 95% CI: 1.28, 5.46) were factors associated with contraceptive use. Contraceptive use among women with disabilities is considerably low in sub-Saharan Africa. The use of contraceptives is primarily dependent on socio-demographic and economic status.

Machine learning modeling for identifying predictors of unmet need for family planning among married/in-union women in Ethiopia: Evidence from performance monitoring and accountability (PMA) survey 2019 dataset

Unmet need for contraceptives is a public health issue globally that affects maternal and child health. Reducing unmet need reduces the risk of abortion or childbearing by preventing unintended pregnancy. The unmet need for family planning is a frequently used indicator for monitoring family planning programs. This study aimed to identify predictors of unmet need for family planning using advanced machine learning modeling on recent PMA 2019 survey data. The study was conducted using secondary data from PMA Ethiopia 2019 cross-sectional household and female survey which was carried out from September 2019 to December 2019. Eight machine learning classifiers were employed on a total weighted sample of 5819 women and evaluated using performance metrics to predict and identify important predictors of unmet need of family planning with Python 3.10 version software. Data preparation techniques such as removing outliers, handling missing values, handling unbalanced categories, feature engineering, and data splitting were applied to smooth the data for further analysis. Finally, Shapley Additive exPlanations (SHAP) analysis was used to identify the top predictors of unmet need and explain the contribution of the predictors on the model's output. Random Forest was the best predictive model with a performance of 85% accuracy and 0.93 area under the curve on balanced training data through tenfold cross-validation. The SHAP analysis based on random forest model revealed that husband/partner disapproval to use family planning, number of household members, women education being primary, being from Amhara region, and previously delivered in health facility were the top important predictors of unmet need for family planning in Ethiopia. Findings from this study suggest various sociocultural and economic factors might be considered while implementing health policies intended to decrease unmet needs for family planning in Ethiopia. In particular, the husband's/partner's involvement in family planning sessions should be emphasized as it has a significant impact on women's demand for contraceptives.

Women empowerment domains and unmet need for contraception among married and cohabiting fecund women in Sub-Saharan Africa: A multilevel analysis based on gender role framework

BACKGROUND

Low women empowerment, is a known contributing factor to unmet needs for contraception by limiting access to health services through negative cultural beliefs and practices. However, little is known about the association between unmet needs and domains of women empowerment in Sub-Saharan African (SSA) countries. Hence, this study aimed at assessing the influence of women empowerment domains on the unmet need for contraception in the region using the most recent Demographic and Health Survey (DHS) data (2016-2021).

METHODS

The data for the study was derived from the appended women's (IR) file of eighteen SSA countries. A weighted sample of 128,939 married women was analyzed by STATA version 16. The Harvard Institute's Gender Roles Framework, which comprised of influencer, resource, and decision-making domains was employed to identify and categorize the covariates across three levels. The effects of each predictor on the unmet need for spacing and limiting were examined using a multivariable multilevel mixed-effect multinomial logistic regression analysis. Adjusted relative risk ratio (aRRR) with its corresponding 95% confidence interval was used to declare the statistical significance of the independent variables.

RESULTS

The pooled prevalence of unmet needs for contraception was 26.36% (95% CI: 24.83-30.40) in the region, with unmet needs for spacing and limiting being 16.74% (95% CI: 16.55, 17.02) and 9.62% (95% CI: 9.45, 12.78), respectively. Among variables in the influencer domain, educational level, family size of more than five, parity, number of children, attitude towards wife beating, and media exposure were substantially linked with an unmet need for spacing and limiting. Being in the poorest wealth quintile and enrollment in health insurance schemes, on the other hand, were the two variables in the resource domain that had a significant influence on unmet needs. The overall decision-making capacity of women was found to be the sole significant predictor of unmet needs among the covariates in the decision-making domain.

CONCLUSION

Unmet needs for contraception in SSA countries were found to be high. Reproductive health program planners and contraceptive service providers should place due emphasis on women who lack formal education, are from low-income families, and have large family sizes. Governments should collaborate with insurance providers to increase health insurance coverage alongside incorporating family planning within the service package to minimize out-of-pocket costs. NGOs, government bodies, and program planners should collaborate across sectors to pool resources, advocate for policies, share best practices, and coordinate initiatives to maximize the capacity of women's decision-making autonomy.

Client-centered counseling and facilitation in improving modern contraceptive uptake in urban slum of Karachi Pakistan

BACKGROUND

Population growth in Pakistan necessitates the implementation of comprehensive family planning (FP) initiatives. The adoption of modern contraceptives, especially long-acting reversible contraceptives (LARC), and permanent family planning methods in the country is challenging and has yet to reach an optimal level. These challenges are deeply rooted in the lack of informed decision-making, as well as demographic and maternal obstetric history. Interventions tailored according to women's needs can address the challenges faced by FP programs. This paper presents the findings of the implementation of a client-centered counseling and facilitation approach in an urban slum in Karachi, Pakistan. Such an approach has the potential to inform women and help them make better decisions regarding their health.

METHODS

In Rehri Goth, a slum located in Karachi, client-centered counseling along with facilitation at the facility was implemented to encourage the adoption of any modern contraceptive methods, with a specific emphasis on promoting the use of LARCs and permanent methods (where needed) among married women of reproductive age (MWRA). This approach was integrated into the existing Maternal, Neonatal, and Child Health (MNCH) services established in 2014. During the routine delivery of services, data were collected on various aspects including demographic characteristics, obstetric history, motivation to adopt LARCs, and reasons for refusal.

RESULTS

A total of N = 3079 eligible MWRA received client-centered counseling, and 60.3% accepted modern contraceptive methods after counseling. Furthermore, 32.5% of these MWRA adopted LARCs or permanent methods. Factors explaining reluctance to adopt any method by MWRA despite specialized counselling were: age >25 years (AOR:1.28, 95% CI:1.08-1.51), no formal education (AOR:1.58, 95% CI:1.36-1.89), having no decision making role at household (AOR:1.60, 95% CI:1.36-1.89), the desire of female or male progeny (AOR:1.86, 95% CI:1.59-2.25) and age of youngest alive ≥3 years (AOR:1.50, 95% CI:1.22-1.84). Factors explaining adoption of short-term methods instead of LARCs or permanent method were: being resident in high under-five mortality clusters (AOR:1.56, 95% CI:1.14-2.14), maternal age > 25 years (AOR:1.88, 95% CI: 1.47-2.40), no decision-making role (AOR:11.19, 95% CI:8.74-14.34), no history of abortions (AOR:2.59, 95% CI:1.79-3.75), no female child (AOR:1.85, 95% CI:1.30-2.65) and ≤ 2 children (AOR:1.74, 95% CI:1.08-2.81).

CONCLUSION

Considering the obstacles mothers face when it comes to accessing extended contraception, public health officials can devise effective strategies that empower MWRA to make well-informed and empowered choices regarding their families and reproductive health.

Magnitude of unmet need for family planning and associated factors among women in the extended postpartum period in Dabat district, Northwest Ethiopia. evidence from Dabat demographic health surveys

BACKGROUND

Due to additional roles and emotional changes that occur during postpartum period, women use contraceptives differs from other times in their life. However, there is limited information about the unmet need for family planning (FP) among women in the extended postpartum period in the study area. Therefore, this study aimed to assess magnitude of unmet need for family planning and associated factors among women in the extended postpartum period in Dabat district, Northwest Ethiopia.

METHODS

A secondary data analysis was performed using the Dabat Demographic and Health Survey 2021. A total sample of 634 women during the extended postpartum period was included in this study. Stata version 14 statistical software was used for data analysis. Descriptive statistics were described using frequencies, percentages, mean, and standard deviation. Multicollinearity was tested using the variance inflation factor (VIF) and we computed Hosmer and Lemeshow goodness of fit. Both bivariable and multivariable logistic regression analyses were carried out to determine the association between independent variables and outcome variable. Statistical significance was declared at a p-value ≤ 0.05 with a corresponding 95% confidence interval.

RESULTS

The overall unmet need for FP during the extended postpartum women was 42.43% (95% CI: 38.62, 46.33), of which 33.44% was unmet need for spacing. Place of residence (AOR = 2.63, 95%CI: 1.61, 4.33), place of delivery (AOR = 2.09, 95%CI: 1.35, 3.24), and availability of radio and or TV (AOR = 1.58, 95% CI: 1.22, 2.13) were significantly associated with unmet need for family planning.

CONCLUSION

The magnitude of unmet need for family planning among women during the extended postpartum period in the study area was high when compared to the national average and the United Nations sphere standard of unmet need for family planning. Place of residence, place of delivery, and availability of radio and or TV were significantly associated with unmet need for family planning. Hence, the concerned bodies are recommended to promote intuitional delivery and give spatial attention to those who are residing in rural areas and to those who have had no media exposure in order to reduce the unmet need for family planning among postpartum women.

A narrative review of evidence to support increased domestic resource mobilization for family planning in Nigeria

BACKGROUND

Family planning (FP) is an important public health intervention that is proven to reduce unplanned pregnancies, unsafe abortions, and maternal mortality. Increasing investments in FP would ensure stability and better maternal health outcomes in Nigeria. However, evidence is needed to make a case for more domestic investment in family planning in Nigeria. We undertook a literature review to highlight the unmet needs for family planning and the situation of its funding landscape in Nigeria. A total of 30 documents were reviewed, including research papers, reports of national surveys, programme reports, and academic/research blogs. The search for documents was performed on Google Scholar and organizational websites using predetermined keywords. Data were objectively extracted using a uniform template. Descriptive analysis was performed for quantitative data, and qualitative data were summarized using narratives. Frequencies, proportions, line graphs and illustrative chart were used to present the quantitative data. Although total fertility rate declined over time from 6.0 children per woman in 1990 to 5.3 in 2018, the gap between wanted fertility and actual fertility increased from 0.2 in 1990 to 0.5 in 2018. This is because wanted fertility rate decreased from 5.8 children per woman in 1990 to 4.8 per woman in 2018. Similarly, modern contraceptive prevalence rate (mCPR) decreased by 0.6% from 2013 to 2018, and unmet need for family planning increased by 2.5% in the same period. Funding for family planning services in Nigeria comes from both external and internal sources in the form of cash or commodities. The nature of external assistance for family planning services depends on the preferences of funders, although there are some similarities across funders. Irrespective of the type of funder and the length of funding, donations/funds are renewed on annual basis. Procurement of commodities receives most attention for funding whereas, commodities distribution which is critical for service delivery receives poor attention.

CONCLUSION

Nigeria has made slow progress in achieving its family planning targets. The heavy reliance on external donors makes funding for family planning services to be unpredictable and imbalanced. Hence, the need for more domestic resource mobilization through government funding.

Unmet need for family planning and associated factors among currently married women in Hawella Tulla subcity, Hawassa, southern Ethiopia: community-based study

BACKGROUND

The unmet need for family planning remains a major public health concern in developing countries, especially in sub-Saharan Africa. Similarly, in Ethiopia, the unmet need for family planning is considerably high. However information regarding associated factors of unmet need of family planning is limited, the study area in particular. Thus, this study was aimed at assessing unmet family planning and associated factors among currently married women in Hawella Tulla Subcity.

METHODS

A community based cross-sectional study was employed on 436 currently married women. Both bivariable and multivariable logistic regression model were used and having P-value of < 0.05 was considered as independently associated factors. Strength of association of the variable was described using adjusted odd ratios with their 95% confidence interval.

RESULT

The overall unmet need for family planning among currently married women was found to be 18.1% (95% CI: 14.5%, 21.8%). Having age of below 18 years at first marriage AOR = 1.95 (95% CI: 1.14, 3.33), woman's not attained formal education AOR = 2.23 (95% CI: 1.02, 4.84), women whose partner had non-supportive for family planning use AOR = 2.32 (95% CI: 1.35, 3.99) and women without media access AOR = 2.13 (95% CI: 1.19, 3.81) were significantly associated with increasing unmet need for family planning.

CONCLUSIONS

Despite the presence of high family planning services coverage in the study area, the magnitude of unmet need for family planning is still reasonably high. Having age of below 18 years at first marriage, woman's not attained formal education, women whose partner had non-supportive for family planning use and inavailability of media access in the house were found to be associated with high unmet need for family planning. Therefore, efforts are needed to empower women through education, avoiding early marriage and encouraging couple-based family planning interventions. Increasing media access is also advisable intervention.

Prevalence and determinants of unmet need for contraception among women in low and high-priority segments for family planning demand generation in Nigeria

BACKGROUND

Studies have identified various determinants of unmet need for contraception. These determinants cut across individual, household, community, and health facility levels. Despite this evidence, there remains a lack of information regarding differentials in the prevalence and determinants of unmet need for contraception among women in the low-priority segments (such as women of advanced reproductive age and women living with disabilities) and high-priority segments (such as adolescents, young adults, and unmarried women) for family planning demand generation, hence this study.

METHODS

The study design is cross-sectional. The study analyzed merged data from the individual, and persons recode of the 2018 Nigeria Demographic and Health Survey (NDHS). The samples analyzed are 5,147 women in the high-priority segment and 7,536 women in the low-priority segment. The outcome variable in the study was unmet need for contraception. The explanatory variables were selected at the individual, household, community, and facility levels. Statistical analyzes were performed using Stata 14. Three multilevel mixed-effects regression models were fitted. Model 1 was the empty model, while Model 2 included the sets of individual, household, and community variables. Model 3 controlled for the facility-level variables.

RESULTS

Findings show a higher prevalence of unmet need for contraception among women in the family planning low-priority segment compared to women in the family planning high-priority segment. Religion and desired family size were the two individual characteristics that significantly predicted the unmet need for contraception among women in the two segments. Sexual autonomy was the only household characteristic that predicted unmet need for contraception in both segments. There were differences in the community characteristics that predicted unmet need for contraception among women in the two segments.

CONCLUSION

The prevalence of unmet need for contraception is not the same among women in low and high family planning priority segments. The determinants also differ among women in the two segments. Though, women in different family planning segments have the same contraceptive needs of avoiding pregnancy when not needed, however, getting the needs satisfied requires that existing programs be further examined to develop initiatives that will resonate with each segment of reproductive-age women.

Magnitude of unmet need for family planning and its predictors among reproductive age women in high fertility regions of Ethiopia: Evidence from Ethiopian Demographic and Health Survey

BACKGROUND

Unmet need for family planning refers to fertile women who want to limit or space their delivery but are not using contraceptive methods. Despite multiple studies were conducted to address family planning in Ethiopia, there is limited information on unmet need in high fertility regions. Knowing the magnitude and predictors of unmet need in the study area helps as an impute for interventions. Therefore, this study aims to assess the magnitude and predictors of unmet need for family planning among reproductive age women in high fertility regions of Ethiopia.

METHODS

A secondary data analysis was performed using the Ethiopian Demographic and Health Survey 2016. A total sample weight of 4312 currently married reproductive age women were included in this study. A multilevel mixed-effect binary logistic regression model was fitted. Finally, the odds ratios along with the 95% confidence interval were generated to determine the individual and community level factors of unmet need for family planning. A p-value less than 0.05 was declared as statistical significance.

RESULTS

The overall unmet need for family planning among currently married reproductive-age women in high fertility regions of Ethiopia was 29.78% (95% CI: 28.26, 31.3). Women with no formal education (AOR: 1.65, 95% CI: 1.17, 2.15), women in the poor wealth quantile (AOR: 1.67, 95% CI: 1.34, 2.09), women with no media exposure (AOR: 1.32, 95% CI: 1.09, 1.58), multiparous women (AOR: 1.57, 95% CI: 1.15, 2.16), sex of household head (AOR: 1.39, 95% CI: 1.11, 1.77) and rural residency (AOR: 2.45, 95% CI: 1.12, 3.59) were predictors of unmet need for family planning.

CONCLUSION

The magnitude of unmet need for family planning among currently married reproductive-age women in high fertility regions of Ethiopia was high when compared to the national average and the United Nations sphere standard of unmet need for family planning. Education, wealth index, mass media, parity, sex of household head, and residence were independent predictors of unmet need for family planning among reproductive-age women in high fertility regions of Ethiopia. Any interventional strategies that reduce the unmet need for family planning should consider these factors to overcome the problems in the regions.

Trends and predictors of change of unmet need for family planning among reproductive age women in Ethiopia, based on Ethiopian demographic and health surveys from 2005–2016: Multivariable decomposition analysis

Background

By spacing births and preventing unintended pregnancies, family planning is a crucial technique strategy for controlling the fast expansion of the human population. It also improves maternal and child health. women who are thought to be sexually active but who do not use modern contraception methods, who either do not want to have any more children (Limiting) or who want to delay having children for at least two years are considered to have an unmet need for family planning (Spacing).

Objective

This study carried out to determine which socio-demographic factors are the key contributors to the discrepancies in the unmet need for family planning among women of reproductive age between surveys years 2005 and 2016.

Methods

The data for this study arrived from the Ethiopia Demographic Health Surveys in 2005, 2011, and 2016 to investigate trends and Predictors of change of unmet need for family planning among reproductive age women in Ethiopia. Pooled weighted sample of 26,230 (7761 in 2005, 9136 in 2011 and 9,333 in 2016 Ethiopian demographic health surveys) reproductive-age women were used for this study. For the overall trend (2005–2016) multivariable decomposition analysis for non-linear response outcome was calibrated to identify the factors that contributed to the change of unmet need for family planning. The Logit based multivariable decomposition analysis utilizes the output from the logistic regression model to assign the observed change in unmet need for family planning over time into two components. Stata version 16.0 was used to analyze the data.

Result

The percentage of Ethiopian women of reproductive age who still lack access (unmet need) for family planning declined from 39.6% in 2005 to 23.6 percent in 2016. The decomposition analysis revealed that the change of unmet need for family planning was due to change in characteristics and coefficients. The difference in coefficients accounted for around nine out of 10 variations in unmet family planning need. Education level, birth order, and desired number of children were all factors that changed over the course of the last 11 years in relation to the unmet need for family planning.

Conclusion

Between 2005 and 2016, there were remarkable changes in unmet need for family planning. Women with birth orders of five and up, women with secondary education, and women who wanted fewer children overall were the main causes of the change in unmet need for family planning.

Determinants of long-acting reversible contraceptive use among women in Jawi woreda, North West Ethiopia: A case-control study

Objectives:

The utilization of long-acting reversible contraceptive methods is one of the key factors in protecting women and couples against unwanted pregnancies. The study aimed to assess the determinants of long-acting reversible contraceptive use among women in Northwest Ethiopia.

Methods:

A community-based unmatched case-control study was conducted from 1 February to 8 March 2017 in Northwest Ethiopia. The cases were women who used long-acting reversible contraceptive methods, and the controls were women who used short-acting contraceptives. Both of them were selected using a systematic sampling method. An interviewer-administered questionnaire was used to collect the data. Epi info and SPSS version 23 were used for data entry and analysis, respectively. Descriptive statistics and association measures were done and presented in texts, tables, and figures.

Results:

A total of 882 women were interviewed, with a response rate of 99.3%. Women who were between 15 and 24 years old were two times more likely to use long-acting reversible contraceptive methods than those whose age was ⩾35 (adjusted odds ratio = 2, 95% confidence interval: (1.20, 3.50)). A good level of knowledge about long-acting reversible contraceptive methods (adjusted odds ratio = 11.6, 95% confidence interval: (5.42, 24.80)), a negative attitude toward long-acting reversible contraceptive methods (adjusted odds ratio = 0.31, 95% confidence interval: (0.21, 0.46)), membership in the health development army (adjusted odds ratio = 2.8, 95% confidence interval: (2.12, 3.78)), no discussion with a partner about long-acting reversible contraceptive methods (adjusted odds ratio = 2.3, 95% confidence interval: (1.54, 3.49)), and more than 2 years of desire to wait before another pregnancy (adjusted odds ratio = 23.7, 95% confidence interval: (11.63, 48.55)) were determinants of long-acting reversible contraceptive methods use.

Conclusion:

This study revealed that attitude toward long-acting reversible contraceptive method use, being a member of the women’s health development army, and the desire to space children were determinants of long-acting reversible contraceptive method use. More actions should be taken to increase the utilization of long-acting reversible contraceptive methods by promoting discussion between partners about modern contraceptives and increasing women’s participation in being a member of the health development army.