Dataset Information

Multilevel analysis of factors associated with unmet need for family planning among Malawian women.

ABSTRACT: BACKGROUND:Malawi has a high fertility rate which is also characterized by a relatively high prevalence of unmet need for contraception. However, little is known about the influence of individual- and community- level characteristics on unmet need in Malawi. This study examined the individual- and community- level factors associated with unmet need for family planning (FP) among Malawian women. METHODS:Data from the 2015-16 Malawi demographic and health survey were used to analyze 15, 931 women. The association between individual- and community- level factors and unmet need was assessed using multilevel binary logistic regression models. RESULTS:The prevalence of total unmet need was 21.0%. Women aged ?35?years were more likely to have total unmet need [adjusted odds ratio (aOR)?=?1.19, 95% confidence interval (CI)?=?1.04-1.35] compared with those aged 15-24?years. Women who were married [aOR?=?0.41, 95% CI?=?0.35-0.48], and those employed [aOR?=?0.78, 95% CI?=?0.71-0.85] were associated with less likelihood of having total unmet need compared with unmarried, and unemployed women, respectively. At community-level, women from communities with a high percentage of women from rich households [aOR?=?0.81, 95% CI?=?0.67-0.96], and those from communities with a middle and high percentage of educated women [aOR?=?0.86, 95% CI?=?0.76-0.96 and aOR?=?0.81, 95% CI?=?0.70-0.93, respectively] were less likely to have total unmet need for FP compared with those from communities with low percentages of rich and educated women, respectively. The proportional change in variance showed that about 36.0% of total variations in the odds of unmet need across the communities were explained by both individual- and community-level factors. Moreover, the intraclass correlation showed that about 3.0% of the total variation remained unexplained even after controlling for both individual- and community-level factors. CONCLUSION:Both individual- and community- level factors influenced unmet need for FP in Malawi. Public health practitioners should conduct community profiling and consider individual and community factors when designing FP programs.

SUBMITTER: Nkoka O

PROVIDER: S-EPMC7229612 | biostudies-literature | 2020 May

REPOSITORIES: biostudies-literature

ACCESS DATA

Publications

Multilevel analysis of factors associated with unmet need for family planning among Malawian women.

Nkoka Owen O Mphande Watanja M WM Ntenda Peter A M PAM Milanzi Edith B EB Kanje Victor V Guo Shiaau J G SJG

BMC public health 20200515 1

<h4>Background</h4>Malawi has a high fertility rate which is also characterized by a relatively high prevalence of unmet need for contraception. However, little is known about the influence of individual- and community- level characteristics on unmet need in Malawi. This study examined the individual- and community- level factors associated with unmet need for family planning (FP) among Malawian women.<h4>Methods</h4>Data from the 2015-16 Malawi demographic and health survey were used to analyze ...[more]

PMID: 32414359

Similar Datasets

Project description:ObjectiveThis study was aimed to assess the magnitude and associated factors of unmet need for family planning among rural women in Ethiopia.DesignCross-sectional study.SettingEthiopia.ParticipantsReproductive age group women.Primary outcomeUnmet need for family planning.MethodsThis study drew data from Ethiopian Demographic and Health Survey, which was conducted from 18 January to 27 June 2016. A total of 8327 rural reproductive-aged (15-49 years) women were included. A two-level multivariable logistic regression model was carried out to identify individual and community-level factors associated with unmet need for family planning. Adjusted OR (AOR) with a 95% CI was used to assess the strength of association between independent and dependent variables.ResultsThe overall unmet need for family planning among rural women was 24.08% (95% CI 23.17 to 25.01), of which 14.79% was for spacing and 9.29% for limiting. Number of children (AOR=1.15; 95% CI 1.07 to 1.24) and working status of women (AOR=1.18; 95% CI 1.02 to 1.37) were significantly associated with a higher odds of unmet need for family planning. However, women with primary education (AOR=0.87; 95% CI 0.74 to 0.94), women married at age 18 or later (AOR=0.82; 95% CI 0.70 to 0.96), women from households with high wealth index (AOR=0.77; 95% CI 0.64 to 0.94), women who deem distance to a health facility as not a big problem (AOR=0.85; 95% CI 0.73 to 0.99), women from communities with a high percentage of educated women (AOR=0.73; 95% CI 0.59 to 0.89) and women who live in communities with high media exposure (AOR=0.81, 95% CI 0.68 to 0.98) were significantly associated with a lower odds of unmet needs for family planning.ConclusionUnmet need for family planning among reproductive-aged women in rural Ethiopia was high. Number of children, working status of women, women's education, age at first marriage, household wealth, distance to a health facility, community women's education and community media exposure were significantly associated with unmet needs for family planning. Therefore, to reduce unmet need for family planning, public health policymakers should consider both individual and community-level factors when designing FP programmes and emphasis should be given to high-risk populations.

Project description:BackgroundMore than one out of every ten married women in the world, and one out of every five women in Africa, have unmet family planning needs. Despite this, studies concerning sub-Saharan Africa as well as the community-level factors that may influence the unmet need for family planning are scarce.ObjectiveTo assess factors associated with unmet need for family planning in sub-Saharan Africa.MethodsThis study used the nineteen demographic and health surveys (DHS) conducted between 2015 and 2020 in sub-Saharan Africa. A total weighted sample of 175, 820 women of reproductive age who were married during the survey was used for this study. To assess the factors associated with unmet need for family planning, I have employed a multilevel multinomial logistic regression model. After selecting variables using the bivariable analysis, a multivariable model was fitted. Finally, an adjusted relative risk ratio with its 95% Confidence Interval was reported and variables with a p-value less than 0.05 were declared to be significant predictors of unmet need for family planning.ResultThe overall prevalence of unmet need for family planning in sub-Saharan Africa was 23.70%, of which unmet need for spacing and limiting was 15.81% and 7.90% respectively. In the multivariable multilevel multinomial model, women's age, women's education, age at cohabitation, heard about family planning through media, parity, number of under-five children, and knowledge about modern contraceptive methods were among the individual-level factors that were associated with both the unmet need for spacing and limiting. Place of residence, community level of women illiteracy, and region were among the community-level factors that were associated with both unmet needs for spacing and limiting. Household size and visiting the health facility in the last 12 months were associated with unmet need for spacing only and husband education was associated with unmet need for limiting only.ConclusionUnmet need for family planning in sub-Saharan Africa was high. Both individual and community level factors were associated with both unmet need for spacing and limiting. Therefore, it is better to consider interventions at both individual and community levels.

Project description: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.

Project description:The World Health Organization defines women with an unmet need for family planning as individuals who are fecund, sexually active, and wanting to either to limit childbirth or postpone their next birth but are not utilizing any form of contraception. Previous meta-analyses and systematic reviews have focused on this topic, but no comprehensive summary of the evidence was available. Therefore, the aim of this study was to provide a summary of the findings on the unmet need for family planning among reproductive-aged women in Ethiopia. A search was conducted in PubMed, Google Scholar, CINAHL, Scopus, Cochrane Library, and RESEARCH 4 LIFE including Hinari, to identify relevant systematic reviews and meta-analyses of studies on the prevalence and determinants of the unmet need for family planning in Ethiopia. The methodological quality of the included studies was assessed using the Assessment of Multiple Systematic Reviews tool, and the estimates were pooled using a random-effects meta-analysis model. The umbrella review included five studies with a total of 56,169 reproductive-aged women. The pooled prevalence of unmet need for family planning was found to be 27.44% (95% CI: 22.32-32.55), with the heterogeneity index (I square = 99.45%, P = 0.000). Failure to discuss with her partner about family planning methods (OR: 2.90, 95% CI: 1.81, 4.00), being illiterate (OR: 2.17, 95% CI: 1.42, 2.92), age at first marriage (OR: 1.37, 95% CI: 1.30, 1.44), and educational status of woman's partner (OR: 2.61, 95% CI: 0.83, 4.40) were the factors significantly and positively associated with unmet needs for family planning. The study concludes that the unmet need for family planning in Ethiopia is a significant issue that can be addressed through increasing the educational levels of women and their partners, promoting open discussions about family planning, and preventing early marriages. Collaboration between families, school administrators, and healthcare providers is essential to mitigating this problem.

Project description:BackgroundUnmet family planning is one of the common causes for low contraceptive prevalence rates in developing countries, including Ethiopia. Rapid urbanization had profound effect on population health, however, little is known about the unmet need of family planning in settings where there was increased industrializations and internal migrations in Ethiopia. This study aims to determine the unmet need for family planning services among currently married women and identify factors associated with it in Bishoftu town, Eastern Ethiopia.MethodsCommunity-based cross-sectional study was conducted from 1st January to 28th February, 2021 among 847 randomly sampled currently married women of the reproductive age group. Data were collected using semi structured interviewer administered questionnaire. Multivariate logistic regression was used to identify factors associated with the outcome variable and a 95% confidence interval was used to declare the presence of statistical significance associations.ResultsEight hundred twenty-eight women were participated in the study. The prevalence of unmet need for family planning among currently married women was 26% [95% CI: 23,29]. Maternal age [AOR, 3.00, 95% CI:1.51-5.95], educational status [AOR, 2.49, 95% CI:1.22-5.07], occupational status of self-employee [AOR, 1.98, 95% CI:1.15-3.39] and housewife [AOR, 1.78, 95% CI:1.02-3.12], being visited by health care provider in the last 12 months [AOR, 1.81, 95% CI: 1.26-2.60] and desired number of children less than two [AOR, 1.53, 95% CI:1.01-2.30] were significantly associated with unmet need for family planning.ConclusionsUnmet need for family planning was higher in the study area compared with the United Nations sphere standard of unmet need for family planning and the national average, and slightly lower than the regional average. Socio-demographic, economic, and health institution factors were determinants of the unmet need for family planning in the study area. Therefore, health education and behaviour change communication related to family planning services should be strengthened and access to family planning services should be improved.

Project description:Unmet need for family planning [UNFP] remains a serious public health concern in Nigeria. Evidence suggests that UNFP remains high over the last fifteen years despite numerous policies and programmes aimed at generating demand for family planning. This study used three Demographic and Health Survey (DHS) conducted over a ten-year period (2008-2018) to assess the changes in unmet need for family planning and associated contextual determinants. Understanding changes in unmet need for family planning among women and its associated contextual factors is crucial for designing appropriate interventions. We analysed datasets the Nigeria Demographic and Health Surveys of 2008, 2013 and 2018 to assess changes and contextual determinants of unmet need for family planning. Data were analysed using frequency distribution, chi-square statistical test and multilevel binary logistic regression models. Due to the hierarchical structure of the data in which individuals are nested within households, multilevel mixed-effect logistic regression models were constructed. We used a multilevel binary logistic regression model after adjusting for variables not significant at the bivariate level. An adjusted odds ratio with 95% confidence interval was reported, with a p-value less than 0.05 declared to be significant predictors of unmet need for family planning. Unmet need for family planning decreased from 20.21% to 16.10% between 2008 and 2013 but subsequently rose later from 16.10% to 18.89% between 2013 and 2018. The pattern of changes in unmet need for either limiting or spacing was consistently high over the 10-year period, with the highest rate of each of the indicators of unmet need for family planning occurring in 2018 while the lowest rate was in 2008, thus indicating an increase in the proportion of respondents having unmet need for family planning over the referenced period. Age of respondents, educational level, wealth status, religious affiliation, parity, sex of head of household, partner educational level, region of residence, and community socioeconomic status were significant factors associated with the unmet need for family planning across the different data waves in Nigeria (p < 0.05). An intraclass correlation (ICC) of 4.9% showed that the individual and household level factors had a greater influence on the variation in the unmet need for family planning than did community factors in Nigeria. The overall prevalence of unmet need for family planning was consistently high over the ten-year period and community-level factors had lowest influence on the variation in unmet need for family planning compared to household and individual-level factors in Nigeria. Policies and interventions should focus on improving women's socio-economic and demographic characteristics at individual, household, and community levels to improve unmet need for family planning.

Project description:BackgroundUnmarried women who report less recent sexual intercourse (>30 days from survey enumeration) are largely excluded from global health monitoring and evaluation efforts. This study investigated level and contextual factors in modern contraceptive utilization and unmet need within this overlooked female subpopulation in Kenya from 2014 to 2019.MethodsThis study analyzed data from the Performance Monitoring and Accountability (PMA) survey in Kenya, a nationally representative survey of female respondents, to understand the level and contextual factors for family planning utilization and unmet need within female subgroups including married, unmarried sexually active (defined as sexual intercourse within 30 days of survey enumeration), and unmarried with less recent sexual intercourse (defined as sexual intercourse 1-12 months prior to survey enumeration). The analysis included multilevel regression modeling to assess correlates on outcomes of modern contraceptive prevalence rate (mCPR), unmet need, and recent emergency contractive pill (ECP) use, which is a unique PMA question: "Have you used emergency contraception at any time in the last 12 months?".ResultsCumulatively, the surveys enumerated 19,161 women and this weighted analysis included 12,574 women aged 15-49 from three female subgroups: 9,860 married women (78.4%), 1,020 unmarried sexually active women (8.1%), and 1,694 unmarried women with less recent sexual intercourse (13.5%). In 2019, while controlling for covariates, unmarried women with less recent sexual intercourse exhibited statistically significant differences (p-value<0.02) in current mCPR, mCPR at last sexual intercourse, unmet need for modern contraceptives, and recent ECP use. As compared to an unmarried woman with less recent sexual intercourse (i.e., reported sex 1-12 months prior to survey), the odds of an unmarried sexually active woman (i.e., reported sex within last 30 days of survey) currently using modern contraceptives was 2.28 (95% CI: 1.64, 3.18), using modern contraceptives at last sexual intercourse was 1.44 (95% CI: 1.06, 1.95), and having an unmet need for modern contraceptives was 2.01 (95% CI: 1.29, 3.13) while controlling for covariates. The odds of a married woman using ECP during the last 12 months was 0.60 (95% CI: 0.44, 0.82) as compared to an unmarried woman with less recent sexual intercourse. In 2019, unmarried women with less recent sexual intercourse reported the highest rate of ECP use during the last 12 months at 13.5%, which was similar for unmarried sexually active women at 13.3%. Since 2014, summary measures of unmet need and total demand for modern contraceptives increased for unmarried women with less recent sexual intercourse, but declined for the other female subgroups.ConclusionIn Kenya, unmarried women with less recent sexual intercourse exhibited significantly different contraceptive utilization, unmet need, and recent emergency contraceptive use. Moreover, changes over time in key family planning indicators were asymmetrical by female subgroup. This study identifies an important monitoring gap regarding unmarried women with less recent sexual intercourse. Evidence dissemination by the global measurement community for these unmarried women is exceedingly scarce; therefore, developing an inclusive research agenda and actionable information about these marginalized women is needed to enable targeted planning and equitable service delivery.

Project description:BackgroundUnmet need for family planning is a measure of the gap between women's contraceptive behavior and their fertility desires. It should be measured among different population groups to effectively implement public health interventions. Thus, this study aimed to determine the magnitude of unmet need for family planning and associated factors among HIV- positive women in Dire Dawa city Anti-retroviral treatment (ART) clinics, Eastern Ethiopia.MethodsWe carried out a facility-based cross-sectional study (March-June 2020) among 409 married women aged 15-49 on ART, using systematic random sampling. A face-to-face interview was done using a structured questionnaire. Bivariable and multivariable logistic regression was done to identify factors associated with unmet need for family planning.ResultsOverall, 33% [95% confidence interval (CI): 28.9-37.9] of the respondents had unmet need for family planning. Woman's residing in a rural area (adjusted odds ratio (AOR): 2.41 [95% CI: 1.24-4.67]), woman's not attained formal education (AOR: 4.14 [95% CI: 1.73-9.93]) and attaining primary education (AOR: 2.97 [95% CI: 1.54-5.74]), poor knowledge (AOR: 2.87 [95% CI: 1.52-5.40]), and unfavorable attitude towards family planning (AOR: 2.21 [95% CI: 1.12-4.34]), clients not satisfied with family planning service (AOR: 6.34 [95% CI: 3.31-12.15]), the woman not having decision making power on family planning (AOR:3.97 [95% CI: 2.14-7.38]) and not getting family planning counseling in ART clinics (AOR: 2.87 [95% CI: 1.54-5.35]) were positively associated with having unmet need for family planning.ConclusionThis study indicates there a high unmet need for family planning among married HIV-positive women. Factors like a place of residence, educational status of women, knowledge and attitude towards family planning, client satisfaction with FP service, women decision-making power, and FP counseling service in ART. Therefore, we recommend that the concerned bodies should collaborate with ART clinics to design interventions that enhance access to family planning programs to combat the high unmet need for family planning among HIV-positive women.

Dataset Information

Multilevel analysis of factors associated with unmet need for family planning among Malawian women.

Publications

Multilevel analysis of factors associated with unmet need for family planning among Malawian women.

Similar Datasets

OmicsDI is part of the ELIXIR infrastructure

Tweets