A subnational family planning estimation tool (SFPET) for estimating contraceptive use and unmet need by subnational areas and demographic subgroups
Kong, D.; Claps, E.; Kirkman, C.; Enriquez, M.; Ressler, B.; Mercer, L.; Buxton, S.; Izzo, M.; Proctor, J. L.
Show abstract
BackgroundAccess to safe, effective, and voluntary family planning (FP) is a fundamental human right and is an important step toward achieving gender equality and economic autonomy. Global organizations have set ambitious goals to create universal access to FP services but assessing progress can be challenging, especially at the local geographic scale. Here, we present a quantitative visualization tool called the subnational family planning estimation tool (SFPET) that can be used by policy makers to monitor programmatic success at subnational levels and gain insight into trends within demographic subgroups. MethodsThe visualization tool builds on the statistical methods and analyses presented in earlier research to generate model-based estimates of FP indicators for 25 sub-Saharan countries at administrative units one and two. Here, we have extended this modeling approach to more demographic and geographic subgroups, integrated recently released survey data, and constructed a web-based dashboard to navigate survey and model-based estimates. FindingsSignificant heterogeneity in the levels and trends of FP indicators exist at subnational levels and across demographic subgroups. This tool provides the ability to efficiently navigate these model-based estimates across local regions within countries and across demographic subgroups. The tool also helps highlight regions and groups that may be falling behind the national trends as well as identify exemplars that exceed the national average. InterpretationSFPET1 is an interactive dashboard created to aid policymakers in assessing progress towards family planning goals by visualizing both model-based and direct survey estimates of family planning indicators at the subnational level. This framework provides insight into locations and population segments experiencing the greatest unmet need, enabling targeting and allocation of resources to achieve family planning goals.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- The aggregate effect of implementation strength of family planning programs on modern contraceptive use at the health systems level in rural Malawi 94%
- Spatial and hierarchical Bayesian analysis to identify factors associated with caesarean delivery use in Ethiopia: evidence from national population and health facility data 93%
- Effects of lower tiers of government healthcare facilities on unmet need for contraception and contraception use in Bangladesh 93%
Similar papers in this journal
- Family planning uptake and its associated factors among women of reproductive age in Uganda: an insight from the Uganda Demographic and Health Survey 2016 94%
- Determinants of Modern Contraceptive Use among Married and Sexually Active Unmarried Women aged 15-49 years old in Cambodia: How are geographical and socio-demographic factors associated with access? 94%
- Predictors of voluntary uptake of modern contraceptive methods in rural Sindh, Pakistan 93%
Similar papers in this journal
- Combining participatory mapping and route optimization algorithms to inform the delivery of community health interventions at the last mile 94%
- Digital Health Technologies for Accessing Contraceptive Services among Young People in Sub-Saharan Africa: A Scoping Review Protocol 94%
- COVID-19 Vaccination Data Management and Visualization Systems for Improved Decision-Making: Lessons Learnt from Africa CDC Saving Lives and Livelihoods Program 93%
Similar papers in this journal
- Acceptability of Rectal Artesunate as pre-referral treatment for severe malaria in children under 5 years by health workers and caregivers in the Democratic Republic of the Congo, Nigeria and Uganda 90%
- Digitally managed larviciding as a cost-effective intervention for urban malaria: Operational lessons from a pilot in São Tomé and Príncipe guided by the Zzapp system 90%
- Shifting transmission risk for malaria in Africa with climate change: a framework for planning and intervention 90%
Similar papers in this journal
- Knowledge and use of lactational amenorrhea as a family planning method among adolescent mothers in Uganda: a secondary analysis of Demographic and Health Surveys between 2006 and 2016 93%
- Use of health care services during the Covid-19 pandemic in Ethiopia: Evidence from a health facility survey 92%
- The Menstrual Practice Needs Scale Short Form (MPNS-SF) and Rapid (MPNS-R): Development in Khulna, Bangladesh, and validation in cross-sectional surveys from Bangladesh and Uganda 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.