Data Analysis Hub
Visualizing perceptions of risk from COVID-19
A guide to bar charts for Likert-type psychometric scales built with ggplot2.
Making Tables with PMA COVID-19 Data
Showcasing the gtsummary package for sample descriptive statistics, weighted population estimates, and model summary output.
New PMA COVID-19 Survey Data
A new panel study promises insights into the impact of COVID-19 on family planning and reproductive health.
Visualizing migration patterns over time
How to visualize patterns in migration data using alluvial plots, line plots, and density plots.
Making the Contraceptive Calendar Data Work For You
R and Stata code with video from an event held at the Population Association of America 2021 Annual Meeting.
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