Immunization Recovery and Measles Risk Indicators Across Countries, 2019–2024

A multicountry observational panel spanning 2019–2024 provides operational intelligence for immunization recovery. The dataset likely contains measures of service disruption and system capacity, summarized as recovery debt, and links these to measles activity. It was authored by S. Ramakrishnan and last updated in May 2026.

Use Cases

• Identify high-risk service delivery archetypes based on disruption and capacity indicators.
• Associate recovery debt with measles incidence using statistical models.
• Monitor improvements in immunization services by tracking archetype transitions over time.
• Target high-leverage recovery actions for zero-dose children using the health services typology.

Strengths

• Data spans a 5-year period from 2019 to 2024.
• Analysis includes multiple countries, providing a multicountry perspective.
• The dataset is structured around routinely available indicators for operational use.
• It employs unsupervised clustering and statistical modeling to derive archetypes and associations.

Limitations

• Column-level documentation is absent; field semantics must be inferred after download.
• Row count is unknown, which may limit suitability assessment.
• The ZIP file format requires extraction before data can be inspected.

Provenance

Source

figshare, authored by S. Ramakrishnan.

Collection Method

Analysis of a multicountry observational panel using routinely available indicators.

Time Range

2019–2024

Freshness

Last updated 2026-05-07 05:42:16; freshness should be verified.

Geography

Multiple countries (multicountry).