ABSTRACT
The consistency of self-reported contraceptive use over short periods of time is important for understanding measurement reliability. We assess the consistency of and change in contraceptive use using longitudinal data from 9,390 urban female clients interviewed in DR Congo, India, Kenya, Niger, Nigeria, and Burkina Faso. Clients were interviewed in-person at a health facility and four to six months later by phone. We compared reports of contraceptive use at baseline with recall of baseline contraceptive use at follow-up. Agreement between these measures ranged from 59.1 percent in DR Congo to 84.4 percent in India. Change in both contraceptive method type (sterilization, long-acting, short-acting, nonuse) and use status (user, nonuser, discontinuer, adopter, switcher) was assessed comparing baseline to follow-up reports and retrospective versus current reports within the follow-up survey. More change in use was observed with panel reporting than within the cross section. The percent agreement between the two scenarios of change ranged from 64.8 percent in DR Congo to 84.5 percent in India, with cross-site variation. Consistently reported change in use status was highest for nonusers, followed by users, discontinuers, adopters, and switchers. Inconsistency in self-reported contraceptive use, even over four to six months, was nontrivial, indicating that studying measurement reliability of contraceptive use remains important.
Subject(s)
Contraception , Contraceptive Agents , Contraception Behavior , Female , Humans , Reproducibility of Results , Retrospective StudiesABSTRACT
This paper assessed the effect of visits by Community Health Workers (CHW) in the prior 12 months on modern contraceptive use at the time of the survey using a national sample of women residing in rural communities in Nigeria. Cross-sectional data from 5072 rural women ages 15-49 years interviewed in the PMA2020 Survey in 6 states in Nigeria in 2018 were used. Descriptive analysis and generalized linear models were conducted in Stata 15.1 and average marginal effects calculated. Overall prevalence of modern contraceptive use was 14.8% (95% CI: 12.7%, 17.3%), varying from 2.1% in Kano to 22.7% in Nasarawa. Ten percent of women reported that they were visited by a community health worker in the 12-month period preceding the survey, ranging from 2.9% in Kano to 14.6% in Nasarawa. Women visited by a CHW had 50% higher odds of reporting modern contraceptive use, and these visits raised the probability of modern contraceptive use by an average of 6.4 percentage points overall. Local governments in rural Nigeria should invest in training, deploying and supervising CHWs in the provision of modern contraception through home visits to women who may otherwise have limited access to improve use.
Subject(s)
Community Health Workers , Contraception Behavior/statistics & numerical data , Contraception/statistics & numerical data , Family Planning Services/statistics & numerical data , Health Knowledge, Attitudes, Practice , House Calls/statistics & numerical data , Adolescent , Adult , Contraception/methods , Cross-Sectional Studies , Family Planning Services/methods , Female , Health Services Accessibility , Humans , Middle Aged , Nigeria , Program Evaluation , Rural Population , Socioeconomic Factors , Surveys and Questionnaires , Young AdultABSTRACT
BACKGROUND: Global monitoring efforts have relied on national estimates of modern contraceptive prevalence rate (mCPR) for many low-income countries. However, most contraceptive delivery programs are implemented by health departments at lower administrative levels, reflecting a persisting gap between the availability of and need for subnational mCPR estimates. METHODS: Using woman-level data from multiple semi-annual national survey rounds conducted between 2013 and 2016 in five sub-Saharan African countries (Burkina Faso, Ethiopia, Ghana, Kenya, and Uganda) by the Performance, Monitoring and Accountability 2020 project, we propose a Bayesian Hierarchical Model with a standard set of covariates and temporally correlated random effects to estimate the level and trend of mCPR for first level administrative divisions in each country. RESULTS: There is considerable narrowing of the uncertainty interval (UI) around the model-based estimates, compared to the estimates directly based on the survey data. We find substantial variations in the estimated subnational mCPRs. Uganda, for example, shows a gain in mCPR of 6.4% (95% UI: 4.5-8.3) based on model estimates of 20.9% (19.6-22.2) in mid-2014 and 27.3% (26.0-28.8) in mid-2016, with change across 10 regions ranging from - 0.6 points in Karamoja to 9.4 points in Central 2 region. The lower bound of the UIs of the change over four rounds was above 0 in 6 regions. Similar upward trends are observed for most regions in the other four countries, and there is noticeable within-country geographic variation. CONCLUSIONS: Reliable subnational estimates of mCPR empower health departments in evidence-based policy making. Despite nationally increasing mCPRs, regional disparities exist within countries suggesting uneven contraceptive access. Raising investments in disadvantaged areas may be warranted to increase equity in access to modern contraceptive methods.
Subject(s)
Bayes Theorem , Contraception Behavior/statistics & numerical data , Contraception/statistics & numerical data , Africa South of the Sahara/epidemiology , Developing Countries , Female , Humans , PrevalenceABSTRACT
This study explores the meaning of marital relationship quality (MRQ) among couples in peri-urban Ethiopia. We examined the factor structure of MRQ by assessing the reliability and validity of four validated Western scales capturing domains of trust, commitment, satisfaction and communication through exploratory factor analysis. Although most of the items of the original Western scales were relevant for the study population, the domains did not mirror the original Western scales and varied by gender. Interestingly, while the domains of commitment and trust followed the Western scales and were very similar across gender, the third domain, which we labelled conflict differed by gender. For women, items from the constructive communication scale seemed relevant, indicating an interest in resolving conflicts, whereas for men, items from the satisfaction scale appeared more important, indicating a desire to avoid or reduce conflict in their relationships. Our study highlights the usefulness of adapting existing validated scales in a new context after assessing their psychometric properties. Such applications provide opportunities for broadening understanding of fundamental MRQ domains that may universally be shared cross-culturally.
Subject(s)
Interpersonal Relations , Marriage/psychology , Adolescent , Adult , Communication , Ethiopia , Female , Humans , Male , Middle Aged , Personal Satisfaction , Psychometrics/statistics & numerical data , Reproducibility of Results , Surveys and Questionnaires , Trust/psychologyABSTRACT
This study analyzes the relationships between maternal risk factors present at the time of daughters' births-namely, young mother, high parity, and short preceding birth interval-and their subsequent adult developmental, reproductive, and socioeconomic outcomes. Pseudo-cohorts are constructed using female respondent data from 189 cross-sectional rounds of Demographic and Health Surveys conducted in 50 developing countries between 1986 and 2013. Generalized linear models are estimated to test the relationships and calculate cohort-level outcome proportions with the systematic elimination of the three maternal risk factors. The simulation exercise for the full sample of 2,546 pseudo-cohorts shows that the combined elimination of risk exposures is associated with lower mean proportions of adult daughters experiencing child mortality, having a small infant at birth, and having a low body mass index. Among sub-Saharan African cohorts, the estimated changes are larger, particularly for years of schooling. The pseudo-cohort approach can enable longitudinal testing of life course hypotheses using large-scale, standardized, repeated cross-sectional data and with considerable resource efficiency.
Subject(s)
Adult Children/statistics & numerical data , Educational Status , Employment/statistics & numerical data , Health Status , Mothers/statistics & numerical data , Adolescent , Adult , Birth Intervals , Birth Weight , Body Mass Index , Cross-Sectional Studies , Female , Humans , Parity , Pregnancy , Risk Factors , Socioeconomic Factors , Young AdultABSTRACT
We analyzed the association between sub-scales developed with adolescents and the outcomes of precoital behaviors and vaginal sex in Lima, Peru. Adolescent participants in key informant sessions operationalized concepts identified during qualitative concept mapping into several sub-scales. Face and content validity testing and pilot application with respondent debriefing were used to refine the sub-scales. Three hundred 15-17 year olds were surveyed about the sub-scales, socio-demographics and sexual behaviors. Exploratory factor analysis confirmed six sub-scales, self-image, goals and decision-making, family education, parental rules/control, school support and peer support, which we regressed on the outcomes. Twice as many males as females reported more than three precoital behaviors and vaginal sex. Higher peer support reduced the likelihood of vaginal sex and precoital behaviors and higher family education reduced precoital behaviors. Results affirm the importance of including adolescents in the entire research process and of sex education with family- and peer-based strategies.
Subject(s)
Family/psychology , Peer Group , Sexual Behavior/psychology , Social Support , Adolescent , Age Factors , Coitus/psychology , Female , Humans , Male , Peru , Sex Factors , Sexual Behavior/ethnology , Sexual Behavior/statistics & numerical dataABSTRACT
BACKGROUND: Family planning is one of the four pillars of the Safe Motherhood Initiative to reduce maternal death in developing countries. We aimed to estimate the effect of contraceptive use on maternal mortality and the expected reduction in maternal mortality if the unmet need for contraception were met, at country, regional, and world levels. METHOD: We extracted relevant data from the Maternal Mortality Estimation Inter-Agency Group (MMEIG) database, the UN World Contraceptive Use 2010 database, and the UN World Population Prospects 2010 database, and applied a counterfactual modelling approach (model I), replicating the MMEIG (WHO) maternal mortality estimation method, to estimate maternal deaths averted by contraceptive use in 172 countries. We used a second model (model II) to make the same estimate for 167 countries and to estimate the effect of satisfying unmet need for contraception. We did sensitivity analyses and compared agreement between the models. FINDINGS: We estimate, using model I, that 342,203 women died of maternal causes in 2008, but that contraceptive use averted 272,040 (uncertainty interval 127,937-407,134) maternal deaths (44% reduction), so without contraceptive use, the number of maternal deaths would have been 1·8 times higher than the 2008 total. Satisfying unmet need for contraception could prevent another 104,000 maternal deaths per year (29% reduction). INTERPRETATION: Numbers of unwanted pregnancies and unmet contraceptive need are still high in many developing countries. We provide evidence that use of contraception is a substantial and effective primary prevention strategy to reduce maternal mortality in developing countries. FUNDING: Bill and Melinda Gates Foundation.
Subject(s)
Contraception/statistics & numerical data , Developing Countries , Family Planning Services/statistics & numerical data , Maternal Mortality , Adolescent , Adult , Birth Rate , Female , Humans , Middle Aged , Needs Assessment , Primary Prevention , Risk Factors , Young AdultABSTRACT
OBJECTIVES: Nonbarrier modern contraceptive users often are less likely to use condoms, particularly with more intimate sex partners. We examine whether female sex workers (FSWs) in Swaziland who use nonbarrier contraception use condoms less consistently and whether this inverse association varies by relationship type. METHODS: In 2011, we conducted a survey among 325 Swazi FSWs using respondent-driven sampling. Each woman reported on condom use during sexual activity in the past month with up to 3 partner types (new clients, regular clients, noncommercial partners). We used a generalized estimating equation model to conduct a relationship-level multivariate logistic regression analysis of correlates of consistent condom use in the past month. We tested whether relationship type modified the effect of nonbarrier modern contraception on condom use. RESULTS: Each participant reported up to 3 observations, for a total of 892 measures of condom use in the past month. Compared with sexual activity with new clients, sex with regular clients and noncommercial partners was less likely to be protected by consistent condom use (adjusted odds ratio, 0.30 [95% confidence interval, 0.19-0.47] for regular clients; adjusted odds ratio, 0.15 [95% confidence interval, 0.09-0.24] for noncommercial partners). There was no significant association between condom use and nonbarrier modern contraceptive use. CONCLUSIONS: These data highlight the need to provide condoms and condom-compatible lubricants and targeted education programs for FSWs and their male sex partners to encourage the consistent use of these commodities with all sex partners, irrespective of the use of other contraceptive methods.
Subject(s)
Condoms/statistics & numerical data , Contraception Behavior/statistics & numerical data , Contraceptive Agents, Female/administration & dosage , Sex Workers/statistics & numerical data , Sexual Behavior/statistics & numerical data , Sexual Partners , Adult , Contraception , Contraception Behavior/psychology , Educational Status , Eswatini/epidemiology , Female , Health Knowledge, Attitudes, Practice , Humans , Logistic Models , Multivariate Analysis , Risk-Taking , Sex Workers/psychology , Sexual Behavior/psychology , Sexual Partners/psychology , Surveys and Questionnaires , Unsafe SexABSTRACT
Using a sample of 656 men and 930 women from rural Malawi in 2000, the authors examined the association between various individual and community level factors, as well as participation in social groups, and four reproductive health outcomes: intentions to use any contraceptives in the next six months, current use of modem contraceptives, wanting an HIV test, and having had an HIV test. Women in social groups have higher odds of reporting intentions to use contraceptives, wanting an HIV test, and of having had an HIV test than those not in groups. Among men, social group participation is only slightly associated with having had an HIV test. For all, education is positively associated with all four outcomes, and number of children is associated with intentions to use and actual use of contraceptives. At a community level, proximity to a health center or school is positively associated with three outcomes for women and with use of modern contraceptive methods for men.
Subject(s)
Contraception Behavior , HIV Infections/prevention & control , Health Behavior , Reproductive Health , Adult , Female , Humans , Logistic Models , Malawi , Male , Rural Population , Young AdultABSTRACT
PURPOSE: The aim of this study is to describe modern female and male method awareness, information sources, outreach exposures, and acquisition source awareness among young men aged 15-24 by sexual behavior status in sub-Saharan Africa. METHODS: Cross-sectional surveys were conducted with unmarried, young men aged 15-24 recruited via respondent-driven sampling in Abidjan, Côte d'Ivoire (n = 1,028), Nairobi, Kenya (n = 691), and Lagos, Nigeria (n = 706). Descriptive statistics characterized contraception awareness of male and female methods and information sources, outreach exposures, acquisition source awareness, and preferred contraception source. Multivariate regressions characterized factors associated with awareness of each method. RESULTS: Majority of respondents were aged 15-20 (59%), sexually active (65%), and had secondary or more education (89%). Awareness was low for all methods (short-acting reversible contraception, 47%; emergency contraception, 35%; long-acting reversible contraception, 32%; withdrawal, 18%), except condoms (85%). Respondents reported low levels of contraception information sources, recent outreach exposures, and acquisition location awareness that varied by sexual behavior (higher among sexually active than nonsexually active respondents). Multivariate analyses demonstrated common factors associated across awareness of all methods included information sources (teacher, friend, Internet, social media for all respondents; pharmacist for sexually active respondents) and acquisition locations (private healthcare, pharmacy, market/store for all respondents; public healthcare, mobile clinic, faith-based organizations for sexually active respondents). Sexually active respondents' rank order for preferred contraception source was doctors/nurses followed by teachers, friends, mothers, and fathers; and for nonsexually active respondents' rank order was teachers followed by friends, mothers, doctors/nurses, and health centers. DISCUSSION: Findings have implications for increasing young men's method awareness, specific sources, and settings to target contraceptive outreach.
Subject(s)
Contraception Behavior , Contraception , Contraception/methods , Cote d'Ivoire , Cross-Sectional Studies , Female , Health Knowledge, Attitudes, Practice , Humans , Kenya , Male , NigeriaABSTRACT
OBJECTIVE: To examine the use of contraception in 13 countries in sub-Saharan Africa; to assess changes in met need for contraception associated with wealth-related inequity; and to describe the relationship between the use of long-term versus short-term contraceptive methods and a woman's fertility intentions and household wealth. METHODS: The analysis was conducted with Demographic and Health Survey data from 13 sub-Saharan African countries. Wealth-related inequities in the use of contraception were calculated using household wealth and concentration indices. Logistic regression models were fitted for the likelihood of using a long-term contraceptive method, with adjustments for: wealth index quintile, fertility intentions (to space births versus to stop childbearing), residence (urban/rural), education, number of living children, marital status and survey year. FINDINGS: The use of contraception has increased substantially between surveys in Ethiopia, Madagascar, Mozambique, Namibia and Zambia but has declined slightly in Kenya, Senegal and Uganda. Wealth-related inequalities in the met need for contraception have decreased in most countries and especially so in Mozambique, but they have increased in Kenya, Uganda and Zambia with regard to spacing births, and in Malawi, Senegal, Uganda, the United Republic of Tanzania and Zambia with regard to limiting childbearing. After adjustment for fertility intention, women in the richest wealth quintile were more likely than those in the poorest quintile to practice long-term contraception. CONCLUSION: Family planning programmes in sub-Saharan Africa show varying success in reaching all social segments, but inequities persist in all countries.
Subject(s)
Contraception Behavior/statistics & numerical data , Contraceptive Agents , Health Status Disparities , Africa South of the Sahara , Contraception Behavior/trends , Cross-Sectional Studies , Female , Health Knowledge, Attitudes, Practice , Health Status , Health Surveys , Humans , Logistic Models , Socioeconomic Factors , Women's HealthABSTRACT
Background: Withdrawal dominates the contraceptive method mix in a geographical cluster of countries in South-Eastern Europe and Western Asia that have, in part, reached low fertility. This study examines the socio-demographic determinants associated with withdrawal use in Armenia, Albania, Jordan and Turkey that could explain withdrawal's persistence and inform contraceptive programs in these unique settings. Methods: Cross-sectional data on 31,569 married women 15 to 49 years were drawn from the Demographic and Health Surveys in Albania (2017-2018), Armenia (2015-2016), Jordan (2017-2018), and Turkey (2013). For each country, multinomial regression models estimating withdrawal use among all women and logistic regression models estimating withdrawal use among contraceptive users were used to evaluate the association with age, marital duration, parity, education, residence, and household wealth. Results: The socio-demographic determinants associated with withdrawal use varied by country among all women and among all contraceptive users. While these associations were not all significant for all four countries general trends included that women were more likely to use withdrawal than not use contraception, but less likely to use withdrawal than other methods with increasing parity, higher education, and greater household wealth. Measures of association are reported by country for each correlate. Conclusions: Despite the similar contraceptive mix in these four countries, no single set of factors was found to explain withdrawal's persistence. Withdrawal's prevalence in this geographical cluster may instead result from different balances of intertwined circumstances that include couples' fertility decisions, access to modern contraception and availability of abortion services.
ABSTRACT
Family planning is hailed as one of the great public health achievements of the last century, and worldwide acceptance has risen to three-fifths of exposed couples. In many countries, however, uptake of modern contraception is constrained by limited access and weak service delivery, and the burden of unintended pregnancy is still large. This review focuses on family planning's efficacy in preventing unintended pregnancies and their health burden. The authors first describe an epidemiologic framework for reproductive behavior and pregnancy intendedness and use it to guide the review of 21 recent, individual-level studies of pregnancy intentions, health outcomes, and contraception. They then review population-level studies of family planning's relation to reproductive, maternal, and newborn health benefits. Family planning is documented to prevent mother-child transmission of human immunodeficiency virus, contribute to birth spacing, lower infant mortality risk, and reduce the number of abortions, especially unsafe ones. It is also shown to significantly lower maternal mortality and maternal morbidity associated with unintended pregnancy. Still, a new generation of research is needed to investigate the modest correlation between unintended pregnancy and contraceptive use rates to derive the full health benefits of a proven and cost-effective reproductive technology.
Subject(s)
Family Planning Services , Pregnancy, Unplanned , Adolescent , Adult , Contraception Behavior , Cost-Benefit Analysis , Costs and Cost Analysis , Family Planning Services/economics , Female , HIV Infections/transmission , Health Surveys , Humans , Infectious Disease Transmission, Vertical , Middle Aged , Pregnancy , Young AdultABSTRACT
While numerous studies have explored young people's sexual behaviour in Peru, to date few have explored how adolescents situate sexuality within the context of their broader lives. This information is needed to inform policies and programmes. Life history interviews were conducted with 20 12-17-year-old young women and men from a low-income settlement near Lima, Peru. Data were analysed using holistic content analysis and grounded theory. Sexuality had a strong presence in respondents' lives. However, interviewees viewed the full expression of their sexuality as a constrained choice. Particular constraints derive from the belief that sexual intercourse always results in pregnancy; the nature of sex education; the provision of proscriptive advice; and the family tensions, economic problems, racism and violence present in young people's lives. The results of this study can inform policies and programmes to support young people as they make sexuality-related decisions.
Subject(s)
Culture , Decision Making , Health Knowledge, Attitudes, Practice , Public Opinion , Sexuality/ethnology , Adolescent , Age Factors , Child , Female , Humans , Male , Peru , Sexuality/psychology , Social PerceptionABSTRACT
This study explores the lives of Peruvian adolescents in a low-income human settlement outside of Lima. Twenty 12-17 year olds were asked to narrate their own life stories using the life history narrative research method. Holistic content analysis was coupled with a grounded-theory approach to explore these data. Intergenerational responsibility, family tensions, economic pressures, racism and violence emerged without prompting and dominated the narrators' life stories, underscoring the degree to which these adolescents lack access to the supportive individuals and structures that are key to positive adolescent development. The challenges faced by these and the other 5.8 million 10-19 year olds in Peru require increased attention to the role of families, peers and communities in ensuring that adolescents are able to maintain their well-being and achieve their future expectations.
Subject(s)
Adolescent Development , Adolescent , Child , Family Conflict , Female , Happiness , Humans , Life Change Events , Male , Peru , Poverty , Prejudice , Puberty , ViolenceABSTRACT
To more effectively address individuals' and couples' sexual and reproductive health needs, innovative service delivery strategies are being explored. These strategies are logistically and ethically complicated, considering prevailing gender inequalities in many contexts. We conducted an exploratory study to assess the acceptability of couples' home-based sexual health services in Malawi. We collected qualitative data from six focus group discussions and 10 husband-wife indepth interviews to gain a more thorough understanding of how gender norms influence acceptability of couples' sexual health services. Findings reveal that women are expected to defer to their husbands and may avoid conflict through covert contraceptive use and non-disclosure of HIV status. Many men felt that accessing sexual health services is stigmatizing, causing some to avoid services or to rely on informal information sources. Gender norms and attitudes toward existing services differentially impact men and women in this setting, influencing the perceived benefits of couples' sexual health services.
Subject(s)
Family Planning Services , Health Knowledge, Attitudes, Practice , Home Care Services , Sexual Partners , Adult , Female , Focus Groups , Health Services Needs and Demand , Humans , Interviews as Topic , Malawi , Male , Sex FactorsABSTRACT
Data on women who experience obstetric fistula paints an often tragic picture. The majority of previous research has focused on facility-based data from women receiving surgical treatment. The goal of this qualitative study was to gain an understanding of the lived experience of obstetric fistula in Malawi. Forty-five women living with fistula were interviewed in their homes to learn how the condition affected them and their families on a daily basis. Findings indicate that the experiences of Malawian women with fistula were more varied than anticipated. Concerning relationships with husbands and family, we found high rates of divorce and stigma, yet these outcomes were far from universal or inevitable. Many women, in addition to their families, discussed high levels of support from those individuals closest to them. Nonetheless, many women experienced the fistula as a direct assault on their ability to fulfil social expectations of them as women, wives and mothers. Women identified fertility and continued childbearing as central concerns. The data suggest that we cannot discount the experiences of women living with fistula from continued participation in marriage, community and childbearing. Programmes for outreach and services should consider a broadened range of outcomes of women living with fistula.
Subject(s)
Quality of Life , Stress, Psychological/etiology , Vaginal Fistula/epidemiology , Vaginal Fistula/psychology , Adaptation, Psychological , Adult , Aged , Female , Humans , Malawi/epidemiology , Middle Aged , Psychometrics , Qualitative Research , Risk Factors , Vaginal Fistula/complicationsABSTRACT
Increased global attention is being paid to the importance of adolescent and adult women's experiences of menstruation in low- and middle-income countries, and the challenges these experiences present to health, education and gender equality. Although much of the focus has been on menarche as a window of opportunity for early engagement in young women's sexual and reproductive health, minimal attention has been paid to the natural linkages between menstrual health and hygiene and females' management of reproduction over their life course.
Subject(s)
Developing Countries , Family Planning Services/organization & administration , Menstruation , Social Class , Women's Health/statistics & numerical data , Adolescent , Adult , Female , Humans , Income/statistics & numerical data , Menarche , Sex Education/organization & administration , Socioeconomic Factors , Women's Health Services/organization & administrationABSTRACT
The importance of the family planning service environment and community-level factors on contraceptive use has long been studied. Few studies, however, have been able to link individual and health facility data from surveys that are nationally representative, concurrently fielded, and geographically linked. Data from Performance Monitoring and Accountability 2020 address these limitations. To assess the relative influences of the service delivery environment and community, household, and individual factors on a woman's likelihood of using a modern contraceptive in five geographically and culturally diverse sub-Saharan African countries. Nationally representative, cross-sectional data from PMA2020 were linked at the household and service delivery level. Country-specific and pooled multilevel multinomial logistic models, comparing non-users, short- and long-acting method users were used. The variables elected for inclusion in our multivariate analyses were guided by the conceptual framework to profile the different levels of influences on individual use of modern contraception. Average marginal effects were calculated to improve interpretability. We find that the effect of contextual factors varies widely but that being visited by a health worker who spoke about family planning in the past 12 months was consistently and positively associated with individual use of short-acting and long-acting contraception. Characteristics of the nearest health facility did not generally exercise their own independent influences on a woman's use of contraception, except in the case of Burkina Faso, where the average distance between individuals and the nearest family planning provider was significantly greater than other countries. Inclusion of country fixed effects in the pooled models and the relevance of covariates at different levels in the country-specific models demonstrate that there is significant variation across countries in how community, individual, and service delivery environment factors influence contraceptive use and method choice. Context must be taken into account when designing family planning programs.