Data Analysis Hub
Visualizing PMA Data with StoryMaps
Five outstanding undergraduate research projects integrate dynamic data visualization with spatial analysis and narrative.
Formatting Migration Recall Data for Longitudinal Analysis
Use tidyr::pivot_longer to reshape wide data into a long format.
Unmet need for family planning after internal migration
Summary and source code from a recent article using data from Ethiopia.
New SDP Data Available Spring 2021
Get details on new variables related to labor & delivery services, antenatal care, vaccinations, facility shipment schedules, and more!
Putting It All Together: Analyzing the Individual in Context
Analyzing women's contraceptive use while considering service delivery point and spatial contextual factors.
Merging external spatial data
How to integrate external spatial data with PMA data.
Mapping Service Delivery Point Data
Map spatial variation in the service delivery environment across enumeration areas.
Merging Service Delivery Point Data to Household & Female Records
Create aggregate measures for women living the areas served by SDPs
Recode and Summarize Variables from Multiple Response Questions
Use dplyr::across to summarize variables with a similar naming pattern.
Service Delivery Point Data Explained
SDP samples are not nationally representative. Learn how to use them to describe the health service environment experienced by individuals.
Import IPUMS PMA Data into R
How to download an IPUMS PMA data extract and start using it in R
Getting Started with R
How to download R for free and install some of the R packages used on this blog