Data Analysis Hub

Visualizing PMA Data with StoryMaps

PMA Publications
StoryMaps
Undergrads
Teaching

Five outstanding undergraduate research projects integrate dynamic data visualization with spatial analysis and narrative.

Formatting Migration Recall Data for Longitudinal Analysis

Migration
Data Discovery
Data Manipulation
pivot_longer
regex

Use tidyr::pivot_longer to reshape wide data into a long format.

Unmet need for family planning after internal migration

Migration
PMA Publications
svyglm
bootstraps

Summary and source code from a recent article using data from Ethiopia.

New SDP Data Available Spring 2021

New Data
Data Discovery

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

Individuals in Context
Service Delivery Points
Data Analysis
survey
dotwhisker

Analyzing women's contraceptive use while considering service delivery point and spatial contextual factors.

Merging external spatial data

Individuals in Context
Service Delivery Points
Data Manipulation
join
sf
raster
Spatial

How to integrate external spatial data with PMA data.

Mapping Service Delivery Point Data

Individuals in Context
Service Delivery Points
Data Manipulation
Mapping
sf

Map spatial variation in the service delivery environment across enumeration areas.

Merging Service Delivery Point Data to Household & Female Records

Individuals in Context
Data Manipulation
Service Delivery Points
pivot_longer
join

Create aggregate measures for women living the areas served by SDPs

Recode and Summarize Variables from Multiple Response Questions

Individuals in Context
Data Manipulation
Service Delivery Points
across
ipumsr

Use dplyr::across to summarize variables with a similar naming pattern.

Service Delivery Point Data Explained

Individuals in Context
Data Discovery
Service Delivery Points

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

R Tips
R Packages
Importing Data

How to download an IPUMS PMA data extract and start using it in R

Getting Started with R

R Tips
R Packages

How to download R for free and install some of the R packages used on this blog

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